{
  "metadata": {
    "id": "subcontracted-republic",
    "title": "The Subcontracted Republic: 50 Years of Capital Deepening, Contract Labour, and the Shrinking Factory Wage Share",
    "subtitle": "Annual Survey of Industries (ASI 1974\u20132024)",
    "lead": "Fifty years of factory microdata reveal how Indian manufacturing substituted direct jobs with contractor intermediaries, expanded capital intensity, and compressed the labour share of Net Value Added to historical lows.",
    "byline": "Abhinav Kumar and Ananya Pradhan",
    "published_date": "2026-09-13",
    "time_span": "1974-75 to 2023-24 (50 Years)",
    "source_authority": "Ministry of Statistics and Programme Implementation (MoSPI) / National Statistical Office (NSO)",
    "microdata_scope": "212,990 operating factories; 19.59M persons engaged; 15.52M production workers (ASI 2023-24)",
    "deflator_source": "Wholesale Price Index (WPI) All-Commodities, Office of Economic Adviser (DPIIT), rebased to 2011-12 = 100.0"
  },
  "headline_summary": {
    "total_workers_2023_24": 15519957,
    "total_persons_engaged_2023_24": 19589131,
    "estimated_operating_factories_2023_24": 212990,
    "contract_worker_share_2023_24": 41.59,
    "contract_worker_share_2018_19": 37.62,
    "contract_share_of_net_job_growth": 60.25,
    "net_worker_growth_total": 2721297,
    "net_contract_worker_growth": 1639636,
    "net_value_added_rs_lakh_2023_24": 210314335,
    "full_compensation_share_nva_2023_24": 38.09,
    "full_compensation_share_nva_2018_19": 40.85,
    "compensation_share_decline_pp": -2.76,
    "within_cell_decline_pp": -2.96,
    "between_cell_reallocation_pp": 0.71,
    "entry_exit_residual_pp": -0.51,
    "residual_profit_rs_lakh_2023_24": 107285987,
    "residual_profit_share_nva_2023_24": 51.01,
    "paired_mixed_factories_count": 16896,
    "paired_geometric_mean_wage_ratio": 0.755,
    "within_plant_wage_penalty_pct": 24.5,
    "all_india_direct_wage_rs": 235868,
    "all_india_contract_wage_rs": 189265,
    "all_india_wage_gap_pct": 19.8,
    "all_india_annual_penalty_rs_bn": 301,
    "long_run_real_wage_cagr": 3.51,
    "recent_real_wage_cagr_2020_24": -0.46,
    "nominal_wage_multiple_49yr": 83.1,
    "real_wage_multiple_49yr": 5.43
  },
  "methodology_provenance": {
    "nic_concordance": {
      "vintages": [
        {
          "vintage": "NIC-1970",
          "years": "1974-75 to 1986-87",
          "manufacturing_divisions": "20\u201339"
        },
        {
          "vintage": "NIC-1987",
          "years": "1987-88 to 1997-98",
          "manufacturing_divisions": "20\u201339"
        },
        {
          "vintage": "NIC-1998",
          "years": "1998-99 to 2003-04",
          "manufacturing_divisions": "15\u201337"
        },
        {
          "vintage": "NIC-2004",
          "years": "2004-05 to 2007-08",
          "manufacturing_divisions": "15\u201337"
        },
        {
          "vintage": "NIC-2008",
          "years": "2008-09 to 2023-24",
          "manufacturing_divisions": "10\u201333"
        }
      ],
      "publishing_structural_break": "Under NIC-1998 and NIC-2004, Division 22 aggregated 'Publishing, printing and reproduction of recorded media' inside Manufacturing. In NIC-2008, 'Publishing' was severed from manufacturing and transferred to Information & Communication (Services Division 58), leaving only Division 18 ('Printing and reproduction') in manufacturing. In our long-run series, this boundary shift is explicitly controlled to prevent spurious manufacturing contraction.",
      "zero_padding": "All industry classification codes are zero-padded using lpad(code, 5, '0') to ensure 2-digit Division 10 ('Manufacture of food products') is never conflated with single-digit code 1 ('Crop and animal production')."
    },
    "nco_concordance": {
      "vintages": [
        {
          "vintage": "NCO-1968",
          "years": "1974 to 2004",
          "production_occupations": "Divisions 7, 8, 9 (Production & Transport Operators)",
          "supervisory_occupations": "Divisions 0-1 & 2 (Technical & Managerial)"
        },
        {
          "vintage": "NCO-2004",
          "years": "2004 to 2015",
          "production_occupations": "Divisions 7, 8, 9 (Craft, Machine Operators, Elementary)",
          "supervisory_occupations": "Divisions 1 & 3 (Managers & Associate Professionals)"
        },
        {
          "vintage": "NCO-2015",
          "years": "2015 to 2024+",
          "production_occupations": "Divisions 7, 8, 9 (Craft & Machine Operators)",
          "supervisory_occupations": "Divisions 1 & 3 (Managers & Technicians)"
        }
      ],
      "occupational_wage_wedge": "In registered manufacturing (ASI 2023-24), supervisory and managerial staff (NCO Skill Level 3-4) earn an average of \u20b914.36 lakh/year, compared to \u20b92.37 lakh for direct production workers (6.07x multiple) and \u20b91.89 lakh for contract workers (7.61x multiple). Contract labour substitution is strictly confined to production floor tasks (NCO Divisions 7-8-9), creating a dual-tier wage structure within factory boundaries."
    },
    "survey_design": {
      "joint_returns_multiplier": "In the ASI sampling design, a single reporting unit may represent multiple physical factories under joint management. The true factory frame total requires multiplying the sampling multiplier by the number of units covered: mult * coalesce(a11, 1.0). Omitting a11 produces a systematic 7.1% national factory undercount.",
      "census_vs_sample": "Establishments with 100+ workers (Census sector) and all units in selected smaller states are surveyed with certainty (sampling multiplier = 1.0). Smaller establishments (10\u201399 workers with power, or 20\u201399 without power) are selected via circular systematic sampling with variable multipliers.",
      "historical_unweighted_series": "Between 1976 and 1993, monolithic summary microdata tables did not contain factory sampling multipliers; totals represent raw sums over reporting factories (weight = 1.0). From 1998-99 onwards, all estimates are fully grossed up using survey design weights."
    },
    "wage_concepts": {
      "product_vs_consumption_wage": "The product wage measures producer labor cost deflated by the Wholesale Price Index (WPI All Commodities). The consumption wage measures worker purchasing power deflated by the Consumer Price Index for Industrial Workers (CPI-IW). Between 2020 and 2024, real product wages contracted at -0.46%/yr because the global commodity surge elevated WPI (+7.34%/yr) above nominal wage adjustments (+6.84%/yr), even as corporate operating profits hit historic records."
    },
    "paired_identification": {
      "strategy": "To eliminate unobserved firm-level productivity, technology, and regional rent differences, we isolate 16,896 single-factory operating establishments in 2023-24 that employ direct and contract workers simultaneously on the exact same shop floor.",
      "geometric_mean": "The within-plant daily wage ratio exp(mean(log(w_c / w_d))) equals 0.755, demonstrating a 24.5% wage penalty across workers operating under the same factory roof."
    }
  },
  "longrun_series": [
    {
      "asi_year": "1974",
      "year_start": 1974,
      "employment_m": 5408295.0,
      "employment_index": 36053682.4,
      "nominal_wage_per_worker_rs": 4261,
      "wpi_deflator": 10.29,
      "real_wage_per_worker_rs": 41415,
      "real_wage_bill_bn": 223986517196.4,
      "source_era": "historical",
      "is_weighted": true,
      "classification_vintage": "NIC-1970"
    },
    {
      "asi_year": "1976-77",
      "year_start": 1976,
      "employment_m": 5304705.0,
      "employment_index": 35363113.4,
      "nominal_wage_per_worker_rs": 5671,
      "wpi_deflator": 10.7,
      "real_wage_per_worker_rs": 52999,
      "real_wage_bill_bn": 281143063965.8,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1970"
    },
    {
      "asi_year": "1977-78",
      "year_start": 1977,
      "employment_m": 5501065.0,
      "employment_index": 36672121.3,
      "nominal_wage_per_worker_rs": 6128,
      "wpi_deflator": 10.88,
      "real_wage_per_worker_rs": 56348,
      "real_wage_bill_bn": 309975673573.8,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1970"
    },
    {
      "asi_year": "1979-80",
      "year_start": 1979,
      "employment_m": 6069845.0,
      "employment_index": 40463817.9,
      "nominal_wage_per_worker_rs": 7738,
      "wpi_deflator": 12.82,
      "real_wage_per_worker_rs": 60374,
      "real_wage_bill_bn": 366462834311.4,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1970"
    },
    {
      "asi_year": "1980-81",
      "year_start": 1980,
      "employment_m": 6381219.0,
      "employment_index": 42539551.4,
      "nominal_wage_per_worker_rs": 8479,
      "wpi_deflator": 15.11,
      "real_wage_per_worker_rs": 56122,
      "real_wage_bill_bn": 358125995694.5,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1970"
    },
    {
      "asi_year": "1981-82",
      "year_start": 1981,
      "employment_m": 6179447.0,
      "employment_index": 41194465.1,
      "nominal_wage_per_worker_rs": 9215,
      "wpi_deflator": 16.52,
      "real_wage_per_worker_rs": 55784,
      "real_wage_bill_bn": 344715007793.5,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1970"
    },
    {
      "asi_year": "1982-83",
      "year_start": 1982,
      "employment_m": 6398510.0,
      "employment_index": 42654819.6,
      "nominal_wage_per_worker_rs": 10679,
      "wpi_deflator": 16.87,
      "real_wage_per_worker_rs": 63293,
      "real_wage_bill_bn": 404980185866.9,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1970"
    },
    {
      "asi_year": "1983-84",
      "year_start": 1983,
      "employment_m": 9350531.0,
      "employment_index": 62334076.6,
      "nominal_wage_per_worker_rs": 9137,
      "wpi_deflator": 18.22,
      "real_wage_per_worker_rs": 50134,
      "real_wage_bill_bn": 468777909665.8,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1970"
    },
    {
      "asi_year": "1984-85",
      "year_start": 1984,
      "employment_m": 10152013.0,
      "employment_index": 67677050.2,
      "nominal_wage_per_worker_rs": 7764,
      "wpi_deflator": 19.28,
      "real_wage_per_worker_rs": 40265,
      "real_wage_bill_bn": 408769517918.7,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1970"
    },
    {
      "asi_year": "1985-86",
      "year_start": 1985,
      "employment_m": 6756076.0,
      "employment_index": 45038485.9,
      "nominal_wage_per_worker_rs": 12941,
      "wpi_deflator": 20.28,
      "real_wage_per_worker_rs": 63806,
      "real_wage_bill_bn": 431076498961.8,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1970"
    },
    {
      "asi_year": "1986-87",
      "year_start": 1986,
      "employment_m": 7837616.0,
      "employment_index": 52248429.1,
      "nominal_wage_per_worker_rs": 12334,
      "wpi_deflator": 21.4,
      "real_wage_per_worker_rs": 57640,
      "real_wage_bill_bn": 451758948376.8,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1970"
    },
    {
      "asi_year": "1987-88",
      "year_start": 1987,
      "employment_m": 9102881.0,
      "employment_index": 60683150.7,
      "nominal_wage_per_worker_rs": 16556,
      "wpi_deflator": 23.16,
      "real_wage_per_worker_rs": 71477,
      "real_wage_bill_bn": 650648124539.8,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1987"
    },
    {
      "asi_year": "1988-89",
      "year_start": 1988,
      "employment_m": 6730739.0,
      "employment_index": 44869580.2,
      "nominal_wage_per_worker_rs": 17941,
      "wpi_deflator": 24.93,
      "real_wage_per_worker_rs": 71974,
      "real_wage_bill_bn": 484440381167.1,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1987"
    },
    {
      "asi_year": "1989-90",
      "year_start": 1989,
      "employment_m": 9892568.0,
      "employment_index": 65947494.5,
      "nominal_wage_per_worker_rs": 18957,
      "wpi_deflator": 26.87,
      "real_wage_per_worker_rs": 70561,
      "real_wage_bill_bn": 698028059369.9,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1987"
    },
    {
      "asi_year": "1990-91",
      "year_start": 1990,
      "employment_m": 6804236.0,
      "employment_index": 45359538.2,
      "nominal_wage_per_worker_rs": 23709,
      "wpi_deflator": 29.39,
      "real_wage_per_worker_rs": 80657,
      "real_wage_bill_bn": 548808014911.3,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1987"
    },
    {
      "asi_year": "1991-92",
      "year_start": 1991,
      "employment_m": 7996057.0,
      "employment_index": 53304655.1,
      "nominal_wage_per_worker_rs": 23665,
      "wpi_deflator": 33.16,
      "real_wage_per_worker_rs": 71373,
      "real_wage_bill_bn": 570703841162.2,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1987"
    },
    {
      "asi_year": "1992-93",
      "year_start": 1992,
      "employment_m": 8027449.0,
      "employment_index": 53513925.7,
      "nominal_wage_per_worker_rs": 28843,
      "wpi_deflator": 35.27,
      "real_wage_per_worker_rs": 81770,
      "real_wage_bill_bn": 656405747057.0,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1987"
    },
    {
      "asi_year": "1993-94",
      "year_start": 1993,
      "employment_m": 8063135.0,
      "employment_index": 53751821.7,
      "nominal_wage_per_worker_rs": 28979,
      "wpi_deflator": 37.45,
      "real_wage_per_worker_rs": 77383,
      "real_wage_bill_bn": 623949058578.4,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1987"
    },
    {
      "asi_year": "1994-95",
      "year_start": 1994,
      "employment_m": 6919840.31,
      "employment_index": 46130199.0,
      "nominal_wage_per_worker_rs": 33444,
      "wpi_deflator": 41.45,
      "real_wage_per_worker_rs": 80692,
      "real_wage_bill_bn": 558373670144.3,
      "source_era": "historical",
      "is_weighted": true,
      "classification_vintage": "NIC-1987"
    },
    {
      "asi_year": "1996-97",
      "year_start": 1996,
      "employment_m": 7172917.0,
      "employment_index": 47817301.3,
      "nominal_wage_per_worker_rs": 35779,
      "wpi_deflator": 47.44,
      "real_wage_per_worker_rs": 75415,
      "real_wage_bill_bn": 540944144553.4,
      "source_era": "historical",
      "is_weighted": true,
      "classification_vintage": "NIC-1987"
    },
    {
      "asi_year": "1997-98",
      "year_start": 1997,
      "employment_m": 4709146.0,
      "employment_index": 31392898.2,
      "nominal_wage_per_worker_rs": 45159,
      "wpi_deflator": 49.68,
      "real_wage_per_worker_rs": 90906,
      "real_wage_bill_bn": 428090791831.9,
      "source_era": "historical",
      "is_weighted": false,
      "classification_vintage": "NIC-1987"
    },
    {
      "asi_year": "1998-99",
      "year_start": 1998,
      "employment_m": 8129808.32,
      "employment_index": 54196290.5,
      "nominal_wage_per_worker_rs": 48985,
      "wpi_deflator": 52.44,
      "real_wage_per_worker_rs": 93413,
      "real_wage_bill_bn": 759428717801.8,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-1998"
    },
    {
      "asi_year": "1999-00",
      "year_start": 1999,
      "employment_m": 7844447.83,
      "employment_index": 52293972.6,
      "nominal_wage_per_worker_rs": 55926,
      "wpi_deflator": 54.03,
      "real_wage_per_worker_rs": 103515,
      "real_wage_bill_bn": 812021590135.6,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-1998"
    },
    {
      "asi_year": "2000-01",
      "year_start": 2000,
      "employment_m": 7988232.85,
      "employment_index": 53252496.4,
      "nominal_wage_per_worker_rs": 60012,
      "wpi_deflator": 56.26,
      "real_wage_per_worker_rs": 106668,
      "real_wage_bill_bn": 852087437974.2,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-1998"
    },
    {
      "asi_year": "2001-02",
      "year_start": 2001,
      "employment_m": 7447641.64,
      "employment_index": 49648716.7,
      "nominal_wage_per_worker_rs": 63361,
      "wpi_deflator": 58.14,
      "real_wage_per_worker_rs": 108975,
      "real_wage_bill_bn": 811606733159.7,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-1998"
    },
    {
      "asi_year": "2002-03",
      "year_start": 2002,
      "employment_m": 7620070.48,
      "employment_index": 50798190.7,
      "nominal_wage_per_worker_rs": 66826,
      "wpi_deflator": 60.2,
      "real_wage_per_worker_rs": 111007,
      "real_wage_bill_bn": 845880090236.6,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-1998"
    },
    {
      "asi_year": "2003-04",
      "year_start": 2003,
      "employment_m": 7604643.25,
      "employment_index": 50695347.2,
      "nominal_wage_per_worker_rs": 71144,
      "wpi_deflator": 63.43,
      "real_wage_per_worker_rs": 112156,
      "real_wage_bill_bn": 852905576289.7,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-1998"
    },
    {
      "asi_year": "2004-05",
      "year_start": 2004,
      "employment_m": 8149882.2,
      "employment_index": 54330110.4,
      "nominal_wage_per_worker_rs": 73173,
      "wpi_deflator": 66.84,
      "real_wage_per_worker_rs": 109470,
      "real_wage_bill_bn": 892167761230.5,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2004"
    },
    {
      "asi_year": "2006-07",
      "year_start": 2006,
      "employment_m": 10180380.22,
      "employment_index": 67866156.6,
      "nominal_wage_per_worker_rs": 81138,
      "wpi_deflator": 71.6,
      "real_wage_per_worker_rs": 113314,
      "real_wage_bill_bn": 1153580048199.8,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2004"
    },
    {
      "asi_year": "2008-09",
      "year_start": 2008,
      "employment_m": 10914922.81,
      "employment_index": 72762887.4,
      "nominal_wage_per_worker_rs": 108730,
      "wpi_deflator": 80.83,
      "real_wage_per_worker_rs": 134509,
      "real_wage_bill_bn": 1468159120753.3,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2009-10",
      "year_start": 2009,
      "employment_m": 11255774.06,
      "employment_index": 75035127.2,
      "nominal_wage_per_worker_rs": 117997,
      "wpi_deflator": 84.24,
      "real_wage_per_worker_rs": 140064,
      "real_wage_bill_bn": 1576532450808.6,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2010-11",
      "year_start": 2010,
      "employment_m": 12230666.37,
      "employment_index": 81534117.6,
      "nominal_wage_per_worker_rs": 137898,
      "wpi_deflator": 91.77,
      "real_wage_per_worker_rs": 150265,
      "real_wage_bill_bn": 1837846144850.8,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2011-12",
      "year_start": 2011,
      "employment_m": 12890522.69,
      "employment_index": 85932962.4,
      "nominal_wage_per_worker_rs": 152844,
      "wpi_deflator": 100.0,
      "real_wage_per_worker_rs": 152844,
      "real_wage_bill_bn": 1970233219491.9,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2012-13",
      "year_start": 2012,
      "employment_m": 12379957.59,
      "employment_index": 82529347.8,
      "nominal_wage_per_worker_rs": 176453,
      "wpi_deflator": 107.29,
      "real_wage_per_worker_rs": 164464,
      "real_wage_bill_bn": 2036060125927.1,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2013-14",
      "year_start": 2013,
      "employment_m": 12940214.31,
      "employment_index": 86264225.0,
      "nominal_wage_per_worker_rs": 193106,
      "wpi_deflator": 113.17,
      "real_wage_per_worker_rs": 170636,
      "real_wage_bill_bn": 2208064595307.2,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2014-15",
      "year_start": 2014,
      "employment_m": 13881385.88,
      "employment_index": 92538420.7,
      "nominal_wage_per_worker_rs": 212807,
      "wpi_deflator": 115.64,
      "real_wage_per_worker_rs": 184029,
      "real_wage_bill_bn": 2554572802399.1,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2015-16",
      "year_start": 2015,
      "employment_m": 13682664.4,
      "employment_index": 91213670.2,
      "nominal_wage_per_worker_rs": 228195,
      "wpi_deflator": 111.46,
      "real_wage_per_worker_rs": 204725,
      "real_wage_bill_bn": 2801190214554.5,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2016-17",
      "year_start": 2016,
      "employment_m": 14318103.03,
      "employment_index": 95449737.7,
      "nominal_wage_per_worker_rs": 241916,
      "wpi_deflator": 115.23,
      "real_wage_per_worker_rs": 209949,
      "real_wage_bill_bn": 3006070496490.0,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2017-18",
      "year_start": 2017,
      "employment_m": 14995506.14,
      "employment_index": 99965555.8,
      "nominal_wage_per_worker_rs": 257445,
      "wpi_deflator": 119.05,
      "real_wage_per_worker_rs": 216254,
      "real_wage_bill_bn": 3242841284981.7,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2018-19",
      "year_start": 2018,
      "employment_m": 15637303.73,
      "employment_index": 104244014.5,
      "nominal_wage_per_worker_rs": 273173,
      "wpi_deflator": 123.81,
      "real_wage_per_worker_rs": 220640,
      "real_wage_bill_bn": 3450213607731.0,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2019-20",
      "year_start": 2019,
      "employment_m": 15985628.14,
      "employment_index": 106566073.0,
      "nominal_wage_per_worker_rs": 285235,
      "wpi_deflator": 125.87,
      "real_wage_per_worker_rs": 226616,
      "real_wage_bill_bn": 3622601216066.5,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2020-21",
      "year_start": 2020,
      "employment_m": 15484415.97,
      "employment_index": 103224808.4,
      "nominal_wage_per_worker_rs": 290147,
      "wpi_deflator": 127.34,
      "real_wage_per_worker_rs": 227857,
      "real_wage_bill_bn": 3528239359385.0,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2021-22",
      "year_start": 2021,
      "employment_m": 16578422.7,
      "employment_index": 110517859.5,
      "nominal_wage_per_worker_rs": 314133,
      "wpi_deflator": 143.86,
      "real_wage_per_worker_rs": 218366,
      "real_wage_bill_bn": 3620157870404.2,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2022-23",
      "year_start": 2022,
      "employment_m": 17820062.09,
      "employment_index": 118795084.0,
      "nominal_wage_per_worker_rs": 334282,
      "wpi_deflator": 157.61,
      "real_wage_per_worker_rs": 212090,
      "real_wage_bill_bn": 3779464210721.4,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    },
    {
      "asi_year": "2023-24",
      "year_start": 2023,
      "employment_m": 18857193.13,
      "employment_index": 125708980.7,
      "nominal_wage_per_worker_rs": 353891,
      "wpi_deflator": 157.5,
      "real_wage_per_worker_rs": 224699,
      "real_wage_bill_bn": 4237187112276.4,
      "source_era": "modern",
      "is_weighted": true,
      "classification_vintage": "NIC-2008"
    }
  ],
  "decade_dynamics": [
    {
      "decade": "1970s",
      "span": "1974 to 1980-81 (6y)",
      "nominal_wage_cagr": 12.15,
      "real_wage_cagr": 5.2,
      "wpi_inflation_cagr": 6.61,
      "employment_cagr": 2.8,
      "real_wage_bill_cagr": 8.14,
      "status": "Positive",
      "narrative": "Strong post-oil-shock real wage rebound (+5.20%/yr) with steady factory workforce growth."
    },
    {
      "decade": "1980s",
      "span": "1980-81 to 1990-91 (10y)",
      "nominal_wage_cagr": 10.83,
      "real_wage_cagr": 3.69,
      "wpi_inflation_cagr": 6.88,
      "employment_cagr": 0.64,
      "real_wage_bill_cagr": 4.36,
      "status": "Positive",
      "narrative": "Capital deepening era: robust wage gains (+3.69%/yr) accompanied by stagnant job growth (+0.64%/yr)."
    },
    {
      "decade": "1990s",
      "span": "1990-91 to 2000-01 (10y)",
      "nominal_wage_cagr": 9.73,
      "real_wage_cagr": 2.83,
      "wpi_inflation_cagr": 6.71,
      "employment_cagr": 1.62,
      "real_wage_bill_cagr": 4.5,
      "status": "Positive",
      "narrative": "Post-liberalization restructuring with moderate wage growth (+2.83%/yr) and structural adjustment."
    },
    {
      "decade": "2000s",
      "span": "2000-01 to 2010-11 (10y)",
      "nominal_wage_cagr": 8.68,
      "real_wage_cagr": 3.49,
      "wpi_inflation_cagr": 5.01,
      "employment_cagr": 4.35,
      "real_wage_bill_cagr": 7.99,
      "status": "Positive",
      "narrative": "Rapid manufacturing boom: factory employment surged (+4.35%/yr) alongside early contractualisation."
    },
    {
      "decade": "2010s",
      "span": "2010-11 to 2020-21 (10y)",
      "nominal_wage_cagr": 7.72,
      "real_wage_cagr": 4.25,
      "wpi_inflation_cagr": 3.33,
      "employment_cagr": 2.39,
      "real_wage_bill_cagr": 6.74,
      "status": "Positive",
      "narrative": "Peak real wage growth era (+4.25%/yr) driven by exceptionally low WPI inflation (3.33%/yr)."
    },
    {
      "decade": "2020-24",
      "span": "2020-21 to 2023-24 (3y)",
      "nominal_wage_cagr": 6.84,
      "real_wage_cagr": -0.46,
      "wpi_inflation_cagr": 7.34,
      "employment_cagr": 6.79,
      "real_wage_bill_cagr": 6.29,
      "status": "Negative",
      "narrative": "Commodity inflation shock: WPI surge (7.34%/yr) outpaced nominal wages (6.84%/yr), yielding real wage contraction (-0.46%/yr) despite robust job creation."
    },
    {
      "decade": "Full Span (1974\u20132023)",
      "span": "1974 to 2023-24 (49y)",
      "nominal_wage_cagr": 9.44,
      "real_wage_cagr": 3.51,
      "wpi_inflation_cagr": 5.73,
      "employment_cagr": 2.58,
      "real_wage_bill_cagr": 6.18,
      "status": "Positive",
      "narrative": "Over 49 years, real factory wages expanded 5.43x from Rs 41,415 to Rs 224,699 (+3.51%/yr CAGR)."
    }
  ],
  "nva_factor_shares": [
    {
      "year": "2018-19",
      "sampled_operating_returns": 56671,
      "estimated_factories": 197147.96,
      "workers": 12798659.77,
      "persons_engaged": 16280307.25,
      "direct_workers": 7983874.67,
      "contract_workers": 4814785.1,
      "contract_worker_share": 37.62,
      "nva_rs_lakh": 127647106.72458321,
      "gva_rs_lakh": 153802479.5692482,
      "depreciation_rs_lakh": 26155372.844665,
      "official_emoluments_rs_lakh": 46208187.3397152,
      "official_emoluments_share_nva": 36.2,
      "full_compensation_rs_lakh": 52138331.853925705,
      "full_compensation_share_nva": 40.85,
      "appropriable_surplus_rs_lakh": 75508774.8706575,
      "appropriable_surplus_share_nva": 59.15,
      "residual_profit_rs_lakh": 55652420.568881296,
      "residual_profit_share_nva": 43.6,
      "interest_rs_lakh": 19343807.5316929,
      "interest_share_nva": 15.15,
      "rent_rs_lakh": 512546.7700833,
      "rent_share_nva": 0.4,
      "direct_wage_per_worker_rs": 185803.75164270835,
      "contract_wage_per_worker_rs": 140022.63413376853,
      "contract_to_direct_ratio": 0.754,
      "nva_per_person_engaged_rs": 784058.3397133565
    },
    {
      "year": "2019-20",
      "sampled_operating_returns": 56731,
      "estimated_factories": 198627.80267157,
      "workers": 13058155.59068091,
      "persons_engaged": 16624291.01175259,
      "direct_workers": 8037064.62466642,
      "contract_workers": 5021090.9660144895,
      "contract_worker_share": 38.45,
      "nva_rs_lakh": 121264770.68589441,
      "gva_rs_lakh": 148574512.48940545,
      "depreciation_rs_lakh": 27309741.803511046,
      "official_emoluments_rs_lakh": 49172897.360054746,
      "official_emoluments_share_nva": 40.55,
      "full_compensation_rs_lakh": 55296207.6394973,
      "full_compensation_share_nva": 45.6,
      "appropriable_surplus_rs_lakh": 65968563.0463971,
      "appropriable_surplus_share_nva": 54.4,
      "residual_profit_rs_lakh": 46947268.59404615,
      "residual_profit_share_nva": 38.71,
      "interest_rs_lakh": 18549871.502594642,
      "interest_share_nva": 15.3,
      "rent_rs_lakh": 471422.9497563105,
      "rent_share_nva": 0.39,
      "direct_wage_per_worker_rs": 193135.9552387564,
      "contract_wage_per_worker_rs": 146742.18071945585,
      "contract_to_direct_ratio": 0.76,
      "nva_per_person_engaged_rs": 729443.2622730554
    },
    {
      "year": "2020-21",
      "sampled_operating_returns": 57916,
      "estimated_factories": 200395.47707986,
      "workers": 12594562.5367848,
      "persons_engaged": 16089699.77095603,
      "direct_workers": 7649392.7048966,
      "contract_workers": 4945169.8318882,
      "contract_worker_share": 39.26,
      "nva_rs_lakh": 133578860.37485032,
      "gva_rs_lakh": 161714846.40428278,
      "depreciation_rs_lakh": 28135986.029432464,
      "official_emoluments_rs_lakh": 48389031.39918748,
      "official_emoluments_share_nva": 36.23,
      "full_compensation_rs_lakh": 54341961.73585279,
      "full_compensation_share_nva": 40.68,
      "appropriable_surplus_rs_lakh": 79236898.63899752,
      "appropriable_surplus_share_nva": 59.32,
      "residual_profit_rs_lakh": 61405752.47281877,
      "residual_profit_share_nva": 45.97,
      "interest_rs_lakh": 17349818.644492988,
      "interest_share_nva": 12.99,
      "rent_rs_lakh": 481327.52168576355,
      "rent_share_nva": 0.36,
      "direct_wage_per_worker_rs": 195827.9765164662,
      "contract_wage_per_worker_rs": 147252.71437292482,
      "contract_to_direct_ratio": 0.752,
      "nva_per_person_engaged_rs": 830213.50476643
    },
    {
      "year": "2021-22",
      "sampled_operating_returns": 58655,
      "estimated_factories": 200575.95521174,
      "workers": 13609930.55770098,
      "persons_engaged": 17215349.62690673,
      "direct_workers": 8135683.43918277,
      "contract_workers": 5474247.11851821,
      "contract_worker_share": 40.22,
      "nva_rs_lakh": 174832466.06606483,
      "gva_rs_lakh": 204797151.1335943,
      "depreciation_rs_lakh": 29964685.06752944,
      "official_emoluments_rs_lakh": 56082801.273660965,
      "official_emoluments_share_nva": 32.08,
      "full_compensation_rs_lakh": 62922647.41107276,
      "full_compensation_share_nva": 35.99,
      "appropriable_surplus_rs_lakh": 111909818.65499209,
      "appropriable_surplus_share_nva": 64.01,
      "residual_profit_rs_lakh": 95071368.18553558,
      "residual_profit_share_nva": 54.38,
      "interest_rs_lakh": 16332239.325791897,
      "interest_share_nva": 9.34,
      "rent_rs_lakh": 506211.14366459846,
      "rent_share_nva": 0.29,
      "direct_wage_per_worker_rs": 214768.09379779623,
      "contract_wage_per_worker_rs": 164097.04684354263,
      "contract_to_direct_ratio": 0.764,
      "nva_per_person_engaged_rs": 1015561.5183836316
    },
    {
      "year": "2022-23",
      "sampled_operating_returns": 59375,
      "estimated_factories": 206522.97520344,
      "workers": 14616970.63870605,
      "persons_engaged": 18494961.82235923,
      "direct_workers": 8665280.70964594,
      "contract_workers": 5951689.92906011,
      "contract_worker_share": 40.72,
      "nva_rs_lakh": 188041112.53456476,
      "gva_rs_lakh": 219705605.0690355,
      "depreciation_rs_lakh": 31664492.534470726,
      "official_emoluments_rs_lakh": 64049069.76197785,
      "official_emoluments_share_nva": 34.06,
      "full_compensation_rs_lakh": 71647992.7698688,
      "full_compensation_share_nva": 38.1,
      "appropriable_surplus_rs_lakh": 116393119.76469596,
      "appropriable_surplus_share_nva": 61.9,
      "residual_profit_rs_lakh": 97634628.28771244,
      "residual_profit_share_nva": 51.92,
      "interest_rs_lakh": 18192714.705921046,
      "interest_share_nva": 9.67,
      "rent_rs_lakh": 565776.771062473,
      "rent_share_nva": 0.3,
      "direct_wage_per_worker_rs": 225151.4639621179,
      "contract_wage_per_worker_rs": 176090.7209900838,
      "contract_to_direct_ratio": 0.782,
      "nva_per_person_engaged_rs": 1016715.332211365
    },
    {
      "year": "2023-24",
      "sampled_operating_returns": 60258,
      "estimated_factories": 212990.47146132,
      "workers": 15519957.10621799,
      "persons_engaged": 19589130.99904426,
      "direct_workers": 9065536.31550703,
      "contract_workers": 6454420.79071096,
      "contract_worker_share": 41.59,
      "nva_rs_lakh": 210314334.89683902,
      "gva_rs_lakh": 245833605.33607483,
      "depreciation_rs_lakh": 35519270.43923582,
      "official_emoluments_rs_lakh": 71646902.5073163,
      "official_emoluments_share_nva": 34.07,
      "full_compensation_rs_lakh": 80101612.0547351,
      "full_compensation_share_nva": 38.09,
      "appropriable_surplus_rs_lakh": 130212722.84210394,
      "appropriable_surplus_share_nva": 61.91,
      "residual_profit_rs_lakh": 107285986.51225375,
      "residual_profit_share_nva": 51.01,
      "interest_rs_lakh": 22293338.426117316,
      "interest_share_nva": 10.6,
      "rent_rs_lakh": 633397.9037328808,
      "rent_share_nva": 0.3,
      "direct_wage_per_worker_rs": 235867.69783768538,
      "contract_wage_per_worker_rs": 189265.343476884,
      "contract_to_direct_ratio": 0.802,
      "nva_per_person_engaged_rs": 1073627.691330974
    }
  ],
  "within_between_decomposition": {
    "start_year": "2018-19",
    "end_year": "2023-24",
    "full_compensation_share_start_pct": 40.85,
    "full_compensation_share_end_pct": 38.09,
    "total_change_pp": -2.76,
    "common_support_cells": 851,
    "within_cell_component_pp": -2.96,
    "between_cell_reallocation_pp": 0.71,
    "entry_exit_residual_pp": -0.51,
    "interpretation": "The entire 2.76 pp decline in the compensation share of NVA was driven by within-cell erosion (-2.96 pp) on identical factory shop floors, rather than between-industry structural shifts (+0.71 pp)."
  },
  "paired_wage_penalty": {
    "mixed_single_factory_returns_count": 16896,
    "weighted_mixed_factories": 39999.75,
    "geometric_mean_wage_ratio": 0.7552,
    "wage_penalty_pct": 24.48,
    "p10_ratio": 0.443,
    "p25_ratio": 0.62,
    "median_ratio": 0.8084,
    "p75_ratio": 0.95,
    "p90_ratio": 1.105,
    "pct_factories_with_penalty": 82.3,
    "econometric_model": {
      "sample_size_n": 91698,
      "state_nic2_clusters": 856,
      "contract_share_coefficient": -0.2981,
      "state_cluster_se": 0.0259,
      "p_value": "1.04e-30",
      "log_paid_persons_beta": -0.0444,
      "log_capital_person_beta": -0.0278,
      "interpretation": "Controlling for plant scale, capital intensity, state, and 2-digit industry, every 10 percentage-point increase in shop-floor contract share is associated with a ~3% additional widening of the within-plant wage discount."
    },
    "density_curve": [
      {
        "ratio": 0.125,
        "density": 0.0574
      },
      {
        "ratio": 0.175,
        "density": 0.0685
      },
      {
        "ratio": 0.225,
        "density": 0.132
      },
      {
        "ratio": 0.275,
        "density": 0.1975
      },
      {
        "ratio": 0.325,
        "density": 0.2099
      },
      {
        "ratio": 0.375,
        "density": 0.3189
      },
      {
        "ratio": 0.425,
        "density": 0.3946
      },
      {
        "ratio": 0.475,
        "density": 0.4422
      },
      {
        "ratio": 0.525,
        "density": 0.5427
      },
      {
        "ratio": 0.575,
        "density": 0.7199
      },
      {
        "ratio": 0.625,
        "density": 0.7593
      },
      {
        "ratio": 0.675,
        "density": 0.772
      },
      {
        "ratio": 0.725,
        "density": 1.115
      },
      {
        "ratio": 0.775,
        "density": 1.1007
      },
      {
        "ratio": 0.825,
        "density": 1.4056
      },
      {
        "ratio": 0.875,
        "density": 1.6254
      },
      {
        "ratio": 0.925,
        "density": 1.5601
      },
      {
        "ratio": 0.975,
        "density": 1.7183
      },
      {
        "ratio": 1.025,
        "density": 1.615
      },
      {
        "ratio": 1.075,
        "density": 1.1057
      },
      {
        "ratio": 1.125,
        "density": 0.9191
      },
      {
        "ratio": 1.175,
        "density": 0.6632
      },
      {
        "ratio": 1.225,
        "density": 0.6021
      },
      {
        "ratio": 1.275,
        "density": 0.4032
      },
      {
        "ratio": 1.325,
        "density": 0.3366
      },
      {
        "ratio": 1.375,
        "density": 0.1544
      },
      {
        "ratio": 1.425,
        "density": 0.2102
      },
      {
        "ratio": 1.475,
        "density": 0.0979
      },
      {
        "ratio": 1.525,
        "density": 0.1429
      },
      {
        "ratio": 1.575,
        "density": 0.1403
      },
      {
        "ratio": 1.625,
        "density": 0.0926
      },
      {
        "ratio": 1.675,
        "density": 0.0727
      },
      {
        "ratio": 1.725,
        "density": 0.0896
      },
      {
        "ratio": 1.775,
        "density": 0.0451
      },
      {
        "ratio": 1.825,
        "density": 0.0525
      },
      {
        "ratio": 1.875,
        "density": 0.0481
      },
      {
        "ratio": 1.925,
        "density": 0.0295
      },
      {
        "ratio": 1.975,
        "density": 0.0395
      }
    ]
  },
  "nco_occupational_hierarchy": {
    "survey_round": "ASI 2023-24",
    "manufacturing_scope": "Registered Manufacturing (NIC 10\u201333)",
    "headline": {
      "production_workers_total": 15003013,
      "direct_production_workers": 8717720,
      "contract_production_workers": 6285293,
      "supervisory_managerial_staff": 1740859,
      "other_clerical_sales_employees": 2057435,
      "unpaid_family_proprietors": 55886,
      "total_persons_engaged": 18857193,
      "direct_worker_wage_rs": 236631,
      "contract_worker_wage_rs": 188716,
      "supervisory_managerial_wage_rs": 1436021,
      "other_employee_wage_rs": 449338,
      "manager_to_direct_ratio": 6.07,
      "manager_to_contract_ratio": 7.61,
      "production_wage_penalty_pct": 20.25
    },
    "categories": [
      {
        "category": "Contract Production Workers",
        "block_e_item": "Line 5",
        "persons": 6285293,
        "share_of_persons_engaged_pct": 33.33,
        "annual_earnings_rs": 188716,
        "nco_2015_divisions": "Divisions 7 & 8 (Craft Workers, Machine Operators) & Division 9 (Elementary)",
        "nco_skill_level": "Level 1 & 2 (Semi-skilled & Unskilled manual)",
        "contract_status": "Subcontracted via third-party agency"
      },
      {
        "category": "Direct Production Workers",
        "block_e_item": "Lines 1, 2, 3 (Male, Female, Child)",
        "persons": 8717720,
        "share_of_persons_engaged_pct": 46.23,
        "annual_earnings_rs": 236631,
        "nco_2015_divisions": "Divisions 7 & 8 (Craft & Related Trades, Plant & Machine Operators)",
        "nco_skill_level": "Level 2 (Skilled craft & machine operators)",
        "contract_status": "Direct payroll (Regular / Permanent)"
      },
      {
        "category": "Clerical & Support Staff",
        "block_e_item": "Line 8 (Other Employees)",
        "persons": 2057435,
        "share_of_persons_engaged_pct": 10.91,
        "annual_earnings_rs": 449338,
        "nco_2015_divisions": "Division 4 (Clerical Support Workers) & Division 5 (Service & Sales)",
        "nco_skill_level": "Level 2 & 3 (Administrative & Technical support)",
        "contract_status": "Direct payroll"
      },
      {
        "category": "Supervisory & Managerial Staff",
        "block_e_item": "Line 7 (Supervisory & Managerial)",
        "persons": 1740859,
        "share_of_persons_engaged_pct": 9.23,
        "annual_earnings_rs": 1436021,
        "nco_2015_divisions": "Division 1 (Managers) & Division 3 (Technicians & Associate Professionals)",
        "nco_skill_level": "Level 3 & 4 (Professional & Executive leadership)",
        "contract_status": "Salaried permanent executives"
      },
      {
        "category": "Working Proprietors & Family",
        "block_e_item": "Line 9 (Unpaid Family Members)",
        "persons": 55886,
        "share_of_persons_engaged_pct": 0.3,
        "annual_earnings_rs": 0,
        "nco_2015_divisions": "Division 6 / Self-employed working owners",
        "nco_skill_level": "Proprietary",
        "contract_status": "Unpaid family labour"
      }
    ],
    "nco_historical_vintages": [
      {
        "vintage": "NCO-1968",
        "span": "1974 to 2004",
        "production_divisions": "Div 7-8-9 (Production & Related Workers, Transport Operators, Labourers)",
        "supervisory_divisions": "Div 2 (Administrative, Executive & Managerial) and Div 0-1 (Professional & Technical)",
        "other_divisions": "Div 3 (Clerical) & Div 4 (Sales) & Div 5 (Service)"
      },
      {
        "vintage": "NCO-2004",
        "span": "2004 to 2015",
        "production_divisions": "Div 7 (Craft), Div 8 (Machine Operators), Div 9 (Elementary)",
        "supervisory_divisions": "Div 1 (Managers) & Div 3 (Associate Professionals & Technicians)",
        "other_divisions": "Div 4 (Clerks) & Div 5 (Service & Sales)"
      },
      {
        "vintage": "NCO-2015",
        "span": "2015 to 2024+",
        "production_divisions": "Div 7 (Craft), Div 8 (Plant & Machine Operators), Div 9 (Elementary)",
        "supervisory_divisions": "Div 1 (Managers) & Div 3 (Technicians & Associate Professionals)",
        "other_divisions": "Div 4 (Clerical Support) & Div 5 (Service & Sales)"
      }
    ]
  },
  "nic_concordance_crosswalk": [
    {
      "nic2008": "10",
      "sector_name": "Manufacture of food products",
      "nic1970": "20, 21",
      "nic1987": "20, 21",
      "nic1998": "15 (pt)",
      "nic2004": "15 (pt)",
      "range_5digit": "10101\u201310799",
      "structural_break_notes": "Stable continuous aggregate; beverage separated into NIC 11 under NIC-2008."
    },
    {
      "nic2008": "11",
      "sector_name": "Manufacture of beverages",
      "nic1970": "22 (pt)",
      "nic1987": "22 (pt)",
      "nic1998": "15 (pt)",
      "nic2004": "15 (pt)",
      "range_5digit": "11011\u201311049",
      "structural_break_notes": "Severed from food products (NIC-04 Div 15) and historical tobacco-beverage grouping (Div 22)."
    },
    {
      "nic2008": "12",
      "sector_name": "Manufacture of tobacco products",
      "nic1970": "22 (pt)",
      "nic1987": "22 (pt)",
      "nic1998": "16",
      "nic2004": "16",
      "range_5digit": "12001\u201312009",
      "structural_break_notes": "Split from beverage under NIC-1998; 1:1 mapping between NIC-1998/2004 and NIC-2008."
    },
    {
      "nic2008": "13",
      "sector_name": "Manufacture of textiles",
      "nic1970": "23, 24, 25",
      "nic1987": "23, 24, 25",
      "nic1998": "17",
      "nic2004": "17",
      "range_5digit": "13111\u201313999",
      "structural_break_notes": "Consolidated historical cotton (23), wool/silk/synthetic (24), and jute (25) into single division."
    },
    {
      "nic2008": "14",
      "sector_name": "Manufacture of wearing apparel",
      "nic1970": "26",
      "nic1987": "26",
      "nic1998": "18",
      "nic2004": "18",
      "range_5digit": "14101\u201314309",
      "structural_break_notes": "Consistent boundary capturing woven and knitted garments."
    },
    {
      "nic2008": "15",
      "sector_name": "Manufacture of leather and related products",
      "nic1970": "29",
      "nic1987": "29",
      "nic1998": "19",
      "nic2004": "19",
      "range_5digit": "15111\u201315209",
      "structural_break_notes": "Continuous series covering tanning, dressing, footwear, and luggage."
    },
    {
      "nic2008": "16",
      "sector_name": "Manufacture of wood and products of wood and cork",
      "nic1970": "27",
      "nic1987": "27",
      "nic1998": "20",
      "nic2004": "20",
      "range_5digit": "16101\u201316299",
      "structural_break_notes": "Consistent boundary; furniture excluded and placed in Division 31."
    },
    {
      "nic2008": "17",
      "sector_name": "Manufacture of paper and paper products",
      "nic1970": "28",
      "nic1987": "28",
      "nic1998": "21",
      "nic2004": "21",
      "range_5digit": "17011\u201317099",
      "structural_break_notes": "Pure pulp, paper, and paperboard manufacturing."
    },
    {
      "nic2008": "18",
      "sector_name": "Printing and reproduction of recorded media",
      "nic1970": "28 (pt)",
      "nic1987": "28 (pt)",
      "nic1998": "22 (pt)",
      "nic2004": "22 (pt)",
      "range_5digit": "18111\u201318200",
      "structural_break_notes": "CRITICAL BREAK: NIC-1998/2004 Div 22 combined publishing with printing. NIC-2008 severed publishing into Services Division 58."
    },
    {
      "nic2008": "19",
      "sector_name": "Manufacture of coke and refined petroleum products",
      "nic1970": "31 (pt)",
      "nic1987": "31 (pt)",
      "nic1998": "23",
      "nic2004": "23",
      "range_5digit": "19101\u201319209",
      "structural_break_notes": "Separated from rubber/plastic (historical Div 31) into dedicated refining division."
    },
    {
      "nic2008": "20",
      "sector_name": "Manufacture of chemicals and chemical products",
      "nic1970": "30 (pt)",
      "nic1987": "30 (pt)",
      "nic1998": "24 (pt)",
      "nic2004": "24 (pt)",
      "range_5digit": "20111\u201320309",
      "structural_break_notes": "Basic chemicals, fertilizers, plastics in primary forms. Pharmaceuticals carved out into Div 21 in NIC-2008."
    },
    {
      "nic2008": "21",
      "sector_name": "Manufacture of pharmaceuticals, medicinal chemical and botanical products",
      "nic1970": "30 (pt)",
      "nic1987": "30 (pt)",
      "nic1998": "2423",
      "nic2004": "2423",
      "range_5digit": "21001\u201321009",
      "structural_break_notes": "Promoted from 4-digit class 2423 under NIC-1998/2004 to standalone 2-digit division."
    },
    {
      "nic2008": "22",
      "sector_name": "Manufacture of rubber and plastics products",
      "nic1970": "31 (pt)",
      "nic1987": "31 (pt)",
      "nic1998": "25",
      "nic2004": "25",
      "range_5digit": "22111\u201322209",
      "structural_break_notes": "Continuous series covering rubber tyres, tubes, and plastic articles."
    },
    {
      "nic2008": "23",
      "sector_name": "Manufacture of other non-metallic mineral products",
      "nic1970": "32",
      "nic1987": "32",
      "nic1998": "26",
      "nic2004": "26",
      "range_5digit": "23101\u201323999",
      "structural_break_notes": "Glass, ceramics, cement, lime, plaster, and concrete products."
    },
    {
      "nic2008": "24",
      "sector_name": "Manufacture of basic metals",
      "nic1970": "33",
      "nic1987": "33",
      "nic1998": "27",
      "nic2004": "27",
      "range_5digit": "24101\u201324320",
      "structural_break_notes": "Continuous series covering basic iron & steel, precious metals, and non-ferrous metals."
    },
    {
      "nic2008": "25",
      "sector_name": "Manufacture of fabricated metal products, except machinery",
      "nic1970": "34",
      "nic1987": "34",
      "nic1998": "28",
      "nic2004": "28",
      "range_5digit": "25111\u201325999",
      "structural_break_notes": "Structural metal products, tanks, steam generators, weapons, and forging."
    },
    {
      "nic2008": "26",
      "sector_name": "Manufacture of computer, electronic and optical products",
      "nic1970": "36 (pt)",
      "nic1987": "36 (pt)",
      "nic1998": "30, 32, 33",
      "nic2004": "30, 32, 33",
      "range_5digit": "26101\u201326800",
      "structural_break_notes": "Consolidated office machinery (30), radio/TV/telecom (32), and medical/optical instruments (33)."
    },
    {
      "nic2008": "27",
      "sector_name": "Manufacture of electrical equipment",
      "nic1970": "36 (pt)",
      "nic1987": "36 (pt)",
      "nic1998": "31",
      "nic2004": "31",
      "range_5digit": "27101\u201327900",
      "structural_break_notes": "Electric motors, generators, batteries, wiring devices, and domestic appliances."
    },
    {
      "nic2008": "28",
      "sector_name": "Manufacture of machinery and equipment n.e.c.",
      "nic1970": "35, 36 (pt)",
      "nic1987": "35, 36 (pt)",
      "nic1998": "29",
      "nic2004": "29",
      "range_5digit": "28111\u201328299",
      "structural_break_notes": "General-purpose and special-purpose industrial machinery, engines, turbines, pumps."
    },
    {
      "nic2008": "29",
      "sector_name": "Manufacture of motor vehicles, trailers and semi-trailers",
      "nic1970": "37 (pt)",
      "nic1987": "37 (pt)",
      "nic1998": "34",
      "nic2004": "34",
      "range_5digit": "29101\u201329304",
      "structural_break_notes": "Automobiles, commercial vehicles, chassis, bodies, and auto parts/accessories."
    },
    {
      "nic2008": "30",
      "sector_name": "Manufacture of other transport equipment",
      "nic1970": "37 (pt)",
      "nic1987": "37 (pt)",
      "nic1998": "35",
      "nic2004": "35",
      "range_5digit": "30111\u201330999",
      "structural_break_notes": "Ships, boats, railway locomotives, aircraft, spacecraft, motorcycles, and bicycles."
    },
    {
      "nic2008": "31",
      "sector_name": "Manufacture of furniture",
      "nic1970": "27 (pt)",
      "nic1987": "27 (pt)",
      "nic1998": "361",
      "nic2004": "361",
      "range_5digit": "31001\u201331009",
      "structural_break_notes": "Elevated from 3-digit group 361 under NIC-1998/2004 to standalone 2-digit division."
    },
    {
      "nic2008": "32",
      "sector_name": "Other manufacturing",
      "nic1970": "38",
      "nic1987": "38",
      "nic1998": "369",
      "nic2004": "369",
      "range_5digit": "32111\u201332909",
      "structural_break_notes": "Jewellery, musical instruments, sports goods, games, toys, medical & dental instruments."
    },
    {
      "nic2008": "33",
      "sector_name": "Repair and installation of machinery and equipment",
      "nic1970": "39",
      "nic1987": "39",
      "nic1998": "29 (pt), 35 (pt)",
      "nic2004": "29 (pt), 35 (pt)",
      "range_5digit": "33111\u201333200",
      "structural_break_notes": "Specialized industrial repair and maintenance carved out into standalone division."
    }
  ],
  "sectors_24": [
    {
      "nic2": "10",
      "name": "Food Products",
      "total_workers": 1681312,
      "contract_workers": 637137,
      "direct_workers": 1044175,
      "contract_share_pct": 37.9,
      "direct_wage_rs": 190598,
      "contract_wage_rs": 168066,
      "wage_ratio": 0.882,
      "wage_gap_pct": 11.8,
      "log_capital_per_person": 13.88,
      "log_nva_per_person": 13.29,
      "log_compensation_share": -0.75,
      "total_persons": 2167329,
      "estimated_factories": 67761,
      "sample_returns": 16313
    },
    {
      "nic2": "13",
      "name": "Textiles",
      "total_workers": 1452833,
      "contract_workers": 267937,
      "direct_workers": 1184896,
      "contract_share_pct": 18.4,
      "direct_wage_rs": 184835,
      "contract_wage_rs": 170177,
      "wage_ratio": 0.921,
      "wage_gap_pct": 7.9,
      "log_capital_per_person": 13.72,
      "log_nva_per_person": 12.89,
      "log_compensation_share": -0.47,
      "total_persons": 1714017,
      "estimated_factories": 26206,
      "sample_returns": 7438
    },
    {
      "nic2": "24",
      "name": "Basic Metals",
      "total_workers": 1242968,
      "contract_workers": 669911,
      "direct_workers": 573057,
      "contract_share_pct": 53.9,
      "direct_wage_rs": 350705,
      "contract_wage_rs": 228221,
      "wage_ratio": 0.651,
      "wage_gap_pct": 34.9,
      "log_capital_per_person": 14.6,
      "log_nva_per_person": 13.84,
      "log_compensation_share": -0.98,
      "total_persons": 1522861,
      "estimated_factories": 20576,
      "sample_returns": 5866
    },
    {
      "nic2": "14",
      "name": "Wearing Apparel",
      "total_workers": 1153844,
      "contract_workers": 140678,
      "direct_workers": 1013166,
      "contract_share_pct": 12.2,
      "direct_wage_rs": 163440,
      "contract_wage_rs": 162861,
      "wage_ratio": 0.996,
      "wage_gap_pct": 0.4,
      "log_capital_per_person": 12.54,
      "log_nva_per_person": 12.66,
      "log_compensation_share": -0.36,
      "total_persons": 1338856,
      "estimated_factories": 16323,
      "sample_returns": 4797
    },
    {
      "nic2": "29",
      "name": "Motor Vehicles & Trailers",
      "total_workers": 1109398,
      "contract_workers": 631300,
      "direct_workers": 478098,
      "contract_share_pct": 56.9,
      "direct_wage_rs": 341242,
      "contract_wage_rs": 204678,
      "wage_ratio": 0.6,
      "wage_gap_pct": 40.0,
      "log_capital_per_person": 13.73,
      "log_nva_per_person": 13.58,
      "log_compensation_share": -0.72,
      "total_persons": 1373580,
      "estimated_factories": 10564,
      "sample_returns": 4227
    },
    {
      "nic2": "23",
      "name": "Other Non-Metallic Minerals",
      "total_workers": 921949,
      "contract_workers": 515935,
      "direct_workers": 406014,
      "contract_share_pct": 56.0,
      "direct_wage_rs": 199616,
      "contract_wage_rs": 144503,
      "wage_ratio": 0.724,
      "wage_gap_pct": 27.6,
      "log_capital_per_person": 14.15,
      "log_nva_per_person": 13.25,
      "log_compensation_share": -0.87,
      "total_persons": 1139897,
      "estimated_factories": 48043,
      "sample_returns": 9224
    },
    {
      "nic2": "28",
      "name": "Machinery & Equipment n.e.c.",
      "total_workers": 913840,
      "contract_workers": 395183,
      "direct_workers": 518657,
      "contract_share_pct": 43.2,
      "direct_wage_rs": 278327,
      "contract_wage_rs": 216778,
      "wage_ratio": 0.779,
      "wage_gap_pct": 22.1,
      "log_capital_per_person": 13.8,
      "log_nva_per_person": 13.82,
      "log_compensation_share": -0.77,
      "total_persons": 1252506,
      "estimated_factories": 23352,
      "sample_returns": 5821
    },
    {
      "nic2": "20",
      "name": "Chemicals & Chemical Products",
      "total_workers": 851378,
      "contract_workers": 402262,
      "direct_workers": 449116,
      "contract_share_pct": 47.2,
      "direct_wage_rs": 276380,
      "contract_wage_rs": 195255,
      "wage_ratio": 0.706,
      "wage_gap_pct": 29.4,
      "log_capital_per_person": 14.91,
      "log_nva_per_person": 14.34,
      "log_compensation_share": -1.32,
      "total_persons": 1140695,
      "estimated_factories": 23169,
      "sample_returns": 6524
    },
    {
      "nic2": "22",
      "name": "Rubber & Plastics",
      "total_workers": 836300,
      "contract_workers": 371451,
      "direct_workers": 464848,
      "contract_share_pct": 44.4,
      "direct_wage_rs": 232341,
      "contract_wage_rs": 187875,
      "wage_ratio": 0.809,
      "wage_gap_pct": 19.1,
      "log_capital_per_person": 14.15,
      "log_nva_per_person": 13.41,
      "log_compensation_share": -0.8,
      "total_persons": 1036328,
      "estimated_factories": 23414,
      "sample_returns": 5928
    },
    {
      "nic2": "27",
      "name": "Electrical Equipment",
      "total_workers": 672359,
      "contract_workers": 365260,
      "direct_workers": 307099,
      "contract_share_pct": 54.3,
      "direct_wage_rs": 275652,
      "contract_wage_rs": 203645,
      "wage_ratio": 0.739,
      "wage_gap_pct": 26.1,
      "log_capital_per_person": 13.72,
      "log_nva_per_person": 13.67,
      "log_compensation_share": -0.83,
      "total_persons": 852747,
      "estimated_factories": 12402,
      "sample_returns": 5195
    },
    {
      "nic2": "25",
      "name": "Fabricated Metal Products",
      "total_workers": 659162,
      "contract_workers": 269424,
      "direct_workers": 389738,
      "contract_share_pct": 40.9,
      "direct_wage_rs": 240201,
      "contract_wage_rs": 202889,
      "wage_ratio": 0.845,
      "wage_gap_pct": 15.5,
      "log_capital_per_person": 13.53,
      "log_nva_per_person": 13.34,
      "log_compensation_share": -0.77,
      "total_persons": 831695,
      "estimated_factories": 26175,
      "sample_returns": 5504
    },
    {
      "nic2": "21",
      "name": "Pharmaceuticals & Medicines",
      "total_workers": 624563,
      "contract_workers": 306477,
      "direct_workers": 318086,
      "contract_share_pct": 49.1,
      "direct_wage_rs": 347939,
      "contract_wage_rs": 218518,
      "wage_ratio": 0.628,
      "wage_gap_pct": 37.2,
      "log_capital_per_person": 14.03,
      "log_nva_per_person": 14.02,
      "log_compensation_share": -0.94,
      "total_persons": 954148,
      "estimated_factories": 9223,
      "sample_returns": 3582
    },
    {
      "nic2": "32",
      "name": "Other Manufacturing",
      "total_workers": 489463,
      "contract_workers": 144972,
      "direct_workers": 344491,
      "contract_share_pct": 29.6,
      "direct_wage_rs": 231772,
      "contract_wage_rs": 198092,
      "wage_ratio": 0.855,
      "wage_gap_pct": 14.5,
      "log_capital_per_person": 13.42,
      "log_nva_per_person": 13.5,
      "log_compensation_share": -0.71,
      "total_persons": 607839,
      "estimated_factories": 7017,
      "sample_returns": 3106
    },
    {
      "nic2": "12",
      "name": "Tobacco Products",
      "total_workers": 395326,
      "contract_workers": 276291,
      "direct_workers": 119035,
      "contract_share_pct": 69.9,
      "direct_wage_rs": 96145,
      "contract_wage_rs": 39792,
      "wage_ratio": 0.414,
      "wage_gap_pct": 58.6,
      "log_capital_per_person": 12.65,
      "log_nva_per_person": 13.49,
      "log_compensation_share": -1.37,
      "total_persons": 409362,
      "estimated_factories": 4208,
      "sample_returns": 1426
    },
    {
      "nic2": "26",
      "name": "Computer, Electronics & Optical",
      "total_workers": 365343,
      "contract_workers": 216951,
      "direct_workers": 148392,
      "contract_share_pct": 59.4,
      "direct_wage_rs": 309631,
      "contract_wage_rs": 208420,
      "wage_ratio": 0.673,
      "wage_gap_pct": 32.7,
      "log_capital_per_person": 13.59,
      "log_nva_per_person": 13.8,
      "log_compensation_share": -0.74,
      "total_persons": 467693,
      "estimated_factories": 3691,
      "sample_returns": 1883
    },
    {
      "nic2": "15",
      "name": "Leather & Footwear",
      "total_workers": 364512,
      "contract_workers": 84834,
      "direct_workers": 279678,
      "contract_share_pct": 23.3,
      "direct_wage_rs": 177798,
      "contract_wage_rs": 158012,
      "wage_ratio": 0.889,
      "wage_gap_pct": 11.1,
      "log_capital_per_person": 12.85,
      "log_nva_per_person": 12.67,
      "log_compensation_share": -0.19,
      "total_persons": 430409,
      "estimated_factories": 7021,
      "sample_returns": 1781
    },
    {
      "nic2": "30",
      "name": "Other Transport Equipment",
      "total_workers": 332947,
      "contract_workers": 173041,
      "direct_workers": 159906,
      "contract_share_pct": 52.0,
      "direct_wage_rs": 291280,
      "contract_wage_rs": 225899,
      "wage_ratio": 0.776,
      "wage_gap_pct": 22.4,
      "log_capital_per_person": 14.1,
      "log_nva_per_person": 14.08,
      "log_compensation_share": -1.06,
      "total_persons": 413999,
      "estimated_factories": 3498,
      "sample_returns": 1592
    },
    {
      "nic2": "17",
      "name": "Paper & Paper Products",
      "total_workers": 300786,
      "contract_workers": 108913,
      "direct_workers": 191873,
      "contract_share_pct": 36.2,
      "direct_wage_rs": 213405,
      "contract_wage_rs": 192886,
      "wage_ratio": 0.904,
      "wage_gap_pct": 9.6,
      "log_capital_per_person": 14.2,
      "log_nva_per_person": 13.38,
      "log_compensation_share": -0.76,
      "total_persons": 376574,
      "estimated_factories": 12266,
      "sample_returns": 2772
    },
    {
      "nic2": "11",
      "name": "Beverages",
      "total_workers": 171768,
      "contract_workers": 98393,
      "direct_workers": 73375,
      "contract_share_pct": 57.3,
      "direct_wage_rs": 247374,
      "contract_wage_rs": 186914,
      "wage_ratio": 0.756,
      "wage_gap_pct": 24.4,
      "log_capital_per_person": 14.71,
      "log_nva_per_person": 13.7,
      "log_compensation_share": -1.0,
      "total_persons": 213675,
      "estimated_factories": 4126,
      "sample_returns": 2124
    },
    {
      "nic2": "19",
      "name": "Coke & Refined Petroleum",
      "total_workers": 133677,
      "contract_workers": 101758,
      "direct_workers": 31919,
      "contract_share_pct": 76.1,
      "direct_wage_rs": 851136,
      "contract_wage_rs": 264764,
      "wage_ratio": 0.311,
      "wage_gap_pct": 68.9,
      "log_capital_per_person": 16.27,
      "log_nva_per_person": 15.1,
      "log_compensation_share": -1.7,
      "total_persons": 172438,
      "estimated_factories": 2972,
      "sample_returns": 1467
    },
    {
      "nic2": "18",
      "name": "Printing & Media",
      "total_workers": 107228,
      "contract_workers": 25204,
      "direct_workers": 82024,
      "contract_share_pct": 23.5,
      "direct_wage_rs": 222703,
      "contract_wage_rs": 199247,
      "wage_ratio": 0.895,
      "wage_gap_pct": 10.5,
      "log_capital_per_person": 13.42,
      "log_nva_per_person": 13.21,
      "log_compensation_share": -0.46,
      "total_persons": 153560,
      "estimated_factories": 6240,
      "sample_returns": 1578
    },
    {
      "nic2": "31",
      "name": "Furniture",
      "total_workers": 99601,
      "contract_workers": 42087,
      "direct_workers": 57514,
      "contract_share_pct": 42.3,
      "direct_wage_rs": 205445,
      "contract_wage_rs": 184767,
      "wage_ratio": 0.899,
      "wage_gap_pct": 10.1,
      "log_capital_per_person": 13.43,
      "log_nva_per_person": 13.18,
      "log_compensation_share": -0.7,
      "total_persons": 128458,
      "estimated_factories": 4250,
      "sample_returns": 1519
    },
    {
      "nic2": "16",
      "name": "Wood Products",
      "total_workers": 95648,
      "contract_workers": 31509,
      "direct_workers": 64139,
      "contract_share_pct": 32.9,
      "direct_wage_rs": 165095,
      "contract_wage_rs": 162979,
      "wage_ratio": 0.987,
      "wage_gap_pct": 1.3,
      "log_capital_per_person": 13.71,
      "log_nva_per_person": 12.87,
      "log_compensation_share": -0.56,
      "total_persons": 121874,
      "estimated_factories": 8135,
      "sample_returns": 2463
    },
    {
      "nic2": "33",
      "name": "Repair & Installation of Machinery",
      "total_workers": 26811,
      "contract_workers": 8386,
      "direct_workers": 18425,
      "contract_share_pct": 31.3,
      "direct_wage_rs": 439682,
      "contract_wage_rs": 259565,
      "wage_ratio": 0.59,
      "wage_gap_pct": 41.0,
      "log_capital_per_person": 13.29,
      "log_nva_per_person": 13.68,
      "log_compensation_share": -0.63,
      "total_persons": 36654,
      "estimated_factories": 921,
      "sample_returns": 551
    }
  ],
  "state_manufacturing_matrix": [
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "sample_returns": 8274,
      "est_factories": 31869,
      "total_workers": 2475675,
      "direct_workers": 1795001,
      "contract_workers": 680674,
      "contract_share_pct": 27.5,
      "direct_wage_rs": 196308,
      "contract_wage_rs": 202788,
      "wage_ratio": 1.033,
      "wage_gap_pct": -3.3,
      "annual_penalty_rs_bn": 0.0
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "sample_returns": 6150,
      "est_factories": 26427,
      "total_workers": 1978830,
      "direct_workers": 1237327,
      "contract_workers": 741502,
      "contract_share_pct": 37.5,
      "direct_wage_rs": 236125,
      "contract_wage_rs": 194137,
      "wage_ratio": 0.822,
      "wage_gap_pct": 17.8,
      "annual_penalty_rs_bn": 31.13
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "sample_returns": 6164,
      "est_factories": 21100,
      "total_workers": 1849633,
      "direct_workers": 836776,
      "contract_workers": 1012857,
      "contract_share_pct": 54.8,
      "direct_wage_rs": 314628,
      "contract_wage_rs": 226387,
      "wage_ratio": 0.72,
      "wage_gap_pct": 28.0,
      "annual_penalty_rs_bn": 89.38
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "sample_returns": 5895,
      "est_factories": 18760,
      "total_workers": 1280760,
      "direct_workers": 808728,
      "contract_workers": 472032,
      "contract_share_pct": 36.9,
      "direct_wage_rs": 187916,
      "contract_wage_rs": 156732,
      "wage_ratio": 0.834,
      "wage_gap_pct": 16.6,
      "annual_penalty_rs_bn": 14.72
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "sample_returns": 3264,
      "est_factories": 11717,
      "total_workers": 968922,
      "direct_workers": 619515,
      "contract_workers": 349408,
      "contract_share_pct": 36.1,
      "direct_wage_rs": 268662,
      "contract_wage_rs": 239498,
      "wage_ratio": 0.891,
      "wage_gap_pct": 10.9,
      "annual_penalty_rs_bn": 10.19
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "sample_returns": 2840,
      "est_factories": 8179,
      "total_workers": 946914,
      "direct_workers": 463705,
      "contract_workers": 483209,
      "contract_share_pct": 51.0,
      "direct_wage_rs": 231085,
      "contract_wage_rs": 172663,
      "wage_ratio": 0.747,
      "wage_gap_pct": 25.3,
      "annual_penalty_rs_bn": 28.23
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "sample_returns": 2160,
      "est_factories": 9914,
      "total_workers": 772749,
      "direct_workers": 267556,
      "contract_workers": 505193,
      "contract_share_pct": 65.4,
      "direct_wage_rs": 308322,
      "contract_wage_rs": 124379,
      "wage_ratio": 0.403,
      "wage_gap_pct": 59.7,
      "annual_penalty_rs_bn": 92.93
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "sample_returns": 2629,
      "est_factories": 12072,
      "total_workers": 635844,
      "direct_workers": 387001,
      "contract_workers": 248843,
      "contract_share_pct": 39.1,
      "direct_wage_rs": 261510,
      "contract_wage_rs": 212911,
      "wage_ratio": 0.814,
      "wage_gap_pct": 18.6,
      "annual_penalty_rs_bn": 12.09
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "sample_returns": 2286,
      "est_factories": 11141,
      "total_workers": 627499,
      "direct_workers": 461464,
      "contract_workers": 166035,
      "contract_share_pct": 26.5,
      "direct_wage_rs": 183402,
      "contract_wage_rs": 145530,
      "wage_ratio": 0.794,
      "wage_gap_pct": 20.6,
      "annual_penalty_rs_bn": 6.29
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "sample_returns": 2082,
      "est_factories": 8351,
      "total_workers": 608746,
      "direct_workers": 365917,
      "contract_workers": 242829,
      "contract_share_pct": 39.9,
      "direct_wage_rs": 225302,
      "contract_wage_rs": 182274,
      "wage_ratio": 0.809,
      "wage_gap_pct": 19.1,
      "annual_penalty_rs_bn": 10.45
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "sample_returns": 2842,
      "est_factories": 9618,
      "total_workers": 596600,
      "direct_workers": 337822,
      "contract_workers": 258778,
      "contract_share_pct": 43.4,
      "direct_wage_rs": 238777,
      "contract_wage_rs": 193688,
      "wage_ratio": 0.811,
      "wage_gap_pct": 18.9,
      "annual_penalty_rs_bn": 11.67
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "sample_returns": 1903,
      "est_factories": 4543,
      "total_workers": 384680,
      "direct_workers": 205891,
      "contract_workers": 178789,
      "contract_share_pct": 46.5,
      "direct_wage_rs": 226249,
      "contract_wage_rs": 173874,
      "wage_ratio": 0.769,
      "wage_gap_pct": 23.1,
      "annual_penalty_rs_bn": 9.36
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "sample_returns": 1096,
      "est_factories": 2449,
      "total_workers": 351659,
      "direct_workers": 147523,
      "contract_workers": 204137,
      "contract_share_pct": 58.0,
      "direct_wage_rs": 243869,
      "contract_wage_rs": 162010,
      "wage_ratio": 0.664,
      "wage_gap_pct": 33.6,
      "annual_penalty_rs_bn": 16.71
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "sample_returns": 994,
      "est_factories": 2746,
      "total_workers": 314090,
      "direct_workers": 126612,
      "contract_workers": 187479,
      "contract_share_pct": 59.7,
      "direct_wage_rs": 327788,
      "contract_wage_rs": 238219,
      "wage_ratio": 0.727,
      "wage_gap_pct": 27.3,
      "annual_penalty_rs_bn": 16.79
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "sample_returns": 1736,
      "est_factories": 6891,
      "total_workers": 282993,
      "direct_workers": 217271,
      "contract_workers": 65722,
      "contract_share_pct": 23.2,
      "direct_wage_rs": 253776,
      "contract_wage_rs": 221461,
      "wage_ratio": 0.873,
      "wage_gap_pct": 12.7,
      "annual_penalty_rs_bn": 2.12
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "sample_returns": 1129,
      "est_factories": 4744,
      "total_workers": 239408,
      "direct_workers": 136193,
      "contract_workers": 103215,
      "contract_share_pct": 43.1,
      "direct_wage_rs": 275926,
      "contract_wage_rs": 184336,
      "wage_ratio": 0.668,
      "wage_gap_pct": 33.2,
      "annual_penalty_rs_bn": 9.45
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "sample_returns": 573,
      "est_factories": 1877,
      "total_workers": 222878,
      "direct_workers": 115348,
      "contract_workers": 107530,
      "contract_share_pct": 48.2,
      "direct_wage_rs": 203231,
      "contract_wage_rs": 183565,
      "wage_ratio": 0.903,
      "wage_gap_pct": 9.7,
      "annual_penalty_rs_bn": 2.11
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "sample_returns": 1242,
      "est_factories": 4964,
      "total_workers": 201498,
      "direct_workers": 135171,
      "contract_workers": 66327,
      "contract_share_pct": 32.9,
      "direct_wage_rs": 116390,
      "contract_wage_rs": 109916,
      "wage_ratio": 0.944,
      "wage_gap_pct": 5.6,
      "annual_penalty_rs_bn": 0.43
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "sample_returns": 647,
      "est_factories": 2209,
      "total_workers": 190991,
      "direct_workers": 85613,
      "contract_workers": 105379,
      "contract_share_pct": 55.2,
      "direct_wage_rs": 467297,
      "contract_wage_rs": 200855,
      "wage_ratio": 0.43,
      "wage_gap_pct": 57.0,
      "annual_penalty_rs_bn": 28.08
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "sample_returns": 853,
      "est_factories": 1966,
      "total_workers": 172793,
      "direct_workers": 110216,
      "contract_workers": 62577,
      "contract_share_pct": 36.2,
      "direct_wage_rs": 248994,
      "contract_wage_rs": 191998,
      "wage_ratio": 0.771,
      "wage_gap_pct": 22.9,
      "annual_penalty_rs_bn": 3.57
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "sample_returns": 1236,
      "est_factories": 2651,
      "total_workers": 117074,
      "direct_workers": 35997,
      "contract_workers": 81077,
      "contract_share_pct": 69.3,
      "direct_wage_rs": 208734,
      "contract_wage_rs": 108429,
      "wage_ratio": 0.519,
      "wage_gap_pct": 48.1,
      "annual_penalty_rs_bn": 8.13
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "sample_returns": 839,
      "est_factories": 2094,
      "total_workers": 67932,
      "direct_workers": 60792,
      "contract_workers": 7141,
      "contract_share_pct": 10.5,
      "direct_wage_rs": 236496,
      "contract_wage_rs": 238013,
      "wage_ratio": 1.006,
      "wage_gap_pct": -0.6,
      "annual_penalty_rs_bn": 0.0
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "sample_returns": 331,
      "est_factories": 681,
      "total_workers": 66181,
      "direct_workers": 25190,
      "contract_workers": 40991,
      "contract_share_pct": 61.9,
      "direct_wage_rs": 364649,
      "contract_wage_rs": 236471,
      "wage_ratio": 0.648,
      "wage_gap_pct": 35.2,
      "annual_penalty_rs_bn": 5.25
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "sample_returns": 446,
      "est_factories": 891,
      "total_workers": 51826,
      "direct_workers": 26423,
      "contract_workers": 25403,
      "contract_share_pct": 49.0,
      "direct_wage_rs": 194304,
      "contract_wage_rs": 133165,
      "wage_ratio": 0.685,
      "wage_gap_pct": 31.5,
      "annual_penalty_rs_bn": 1.55
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "sample_returns": 277,
      "est_factories": 614,
      "total_workers": 42240,
      "direct_workers": 25055,
      "contract_workers": 17185,
      "contract_share_pct": 40.7,
      "direct_wage_rs": 288994,
      "contract_wage_rs": 177634,
      "wage_ratio": 0.615,
      "wage_gap_pct": 38.5,
      "annual_penalty_rs_bn": 1.91
    },
    {
      "state_code": "11",
      "state_name": "Sikkim",
      "sample_returns": 85,
      "est_factories": 87,
      "total_workers": 20825,
      "direct_workers": 9389,
      "contract_workers": 11436,
      "contract_share_pct": 54.9,
      "direct_wage_rs": 342341,
      "contract_wage_rs": 258610,
      "wage_ratio": 0.755,
      "wage_gap_pct": 24.5,
      "annual_penalty_rs_bn": 0.96
    },
    {
      "state_code": "16",
      "state_name": "Tripura",
      "sample_returns": 661,
      "est_factories": 672,
      "total_workers": 20601,
      "direct_workers": 2527,
      "contract_workers": 18074,
      "contract_share_pct": 87.7,
      "direct_wage_rs": 118397,
      "contract_wage_rs": 54568,
      "wage_ratio": 0.461,
      "wage_gap_pct": 53.9,
      "annual_penalty_rs_bn": 1.15
    },
    {
      "state_code": "17",
      "state_name": "Meghalaya",
      "sample_returns": 181,
      "est_factories": 181,
      "total_workers": 10682,
      "direct_workers": 4307,
      "contract_workers": 6375,
      "contract_share_pct": 59.7,
      "direct_wage_rs": 199961,
      "contract_wage_rs": 187400,
      "wage_ratio": 0.937,
      "wage_gap_pct": 6.3,
      "annual_penalty_rs_bn": 0.08
    },
    {
      "state_code": "04",
      "state_name": "Chandigarh",
      "sample_returns": 92,
      "est_factories": 176,
      "total_workers": 5489,
      "direct_workers": 4118,
      "contract_workers": 1371,
      "contract_share_pct": 25.0,
      "direct_wage_rs": 284389,
      "contract_wage_rs": 203148,
      "wage_ratio": 0.714,
      "wage_gap_pct": 28.6,
      "annual_penalty_rs_bn": 0.11
    },
    {
      "state_code": "13",
      "state_name": "Nagaland",
      "sample_returns": 185,
      "est_factories": 185,
      "total_workers": 5082,
      "direct_workers": 3778,
      "contract_workers": 1304,
      "contract_share_pct": 25.7,
      "direct_wage_rs": 68046,
      "contract_wage_rs": 40958,
      "wage_ratio": 0.602,
      "wage_gap_pct": 39.8,
      "annual_penalty_rs_bn": 0.04
    },
    {
      "state_code": "14",
      "state_name": "Manipur",
      "sample_returns": 234,
      "est_factories": 235,
      "total_workers": 4219,
      "direct_workers": 3775,
      "contract_workers": 444,
      "contract_share_pct": 10.5,
      "direct_wage_rs": 91221,
      "contract_wage_rs": 59629,
      "wage_ratio": 0.654,
      "wage_gap_pct": 34.6,
      "annual_penalty_rs_bn": 0.01
    },
    {
      "state_code": "12",
      "state_name": "Arunachal Pradesh",
      "sample_returns": 178,
      "est_factories": 178,
      "total_workers": 3225,
      "direct_workers": 2634,
      "contract_workers": 591,
      "contract_share_pct": 18.3,
      "direct_wage_rs": 127397,
      "contract_wage_rs": 131011,
      "wage_ratio": 1.028,
      "wage_gap_pct": -2.8,
      "annual_penalty_rs_bn": 0.0
    },
    {
      "state_code": "15",
      "state_name": "Mizoram",
      "sample_returns": 204,
      "est_factories": 204,
      "total_workers": 1048,
      "direct_workers": 609,
      "contract_workers": 439,
      "contract_share_pct": 41.9,
      "direct_wage_rs": 95153,
      "contract_wage_rs": 86389,
      "wage_ratio": 0.908,
      "wage_gap_pct": 9.2,
      "annual_penalty_rs_bn": 0.0
    }
  ],
  "state_sector_cells": [
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 1065,
      "est_factories": 3948,
      "total_workers": 417425,
      "direct_workers": 375195,
      "contract_workers": 42230,
      "contract_share_pct": 10.1,
      "direct_wage_rs": 147031,
      "contract_wage_rs": 147684,
      "wage_ratio": 1.004,
      "wage_gap_pct": -0.4
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 1112,
      "est_factories": 4523,
      "total_workers": 340797,
      "direct_workers": 307780,
      "contract_workers": 33017,
      "contract_share_pct": 9.7,
      "direct_wage_rs": 143138,
      "contract_wage_rs": 147331,
      "wage_ratio": 1.029,
      "wage_gap_pct": -2.9
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 749,
      "est_factories": 2343,
      "total_workers": 331087,
      "direct_workers": 270680,
      "contract_workers": 60407,
      "contract_share_pct": 18.2,
      "direct_wage_rs": 210149,
      "contract_wage_rs": 174333,
      "wage_ratio": 0.83,
      "wage_gap_pct": 17.0
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 487,
      "est_factories": 1368,
      "total_workers": 256789,
      "direct_workers": 135283,
      "contract_workers": 121506,
      "contract_share_pct": 47.3,
      "direct_wage_rs": 367024,
      "contract_wage_rs": 208124,
      "wage_ratio": 0.567,
      "wage_gap_pct": 43.3
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 54,
      "est_factories": 56,
      "total_workers": 255196,
      "direct_workers": 5003,
      "contract_workers": 250193,
      "contract_share_pct": 98.0,
      "direct_wage_rs": 212080,
      "contract_wage_rs": 31395,
      "wage_ratio": 0.148,
      "wage_gap_pct": 85.2
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 605,
      "est_factories": 2915,
      "total_workers": 238443,
      "direct_workers": 109447,
      "contract_workers": 128996,
      "contract_share_pct": 54.1,
      "direct_wage_rs": 310349,
      "contract_wage_rs": 180624,
      "wage_ratio": 0.582,
      "wage_gap_pct": 41.8
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 433,
      "est_factories": 1230,
      "total_workers": 233042,
      "direct_workers": 92964,
      "contract_workers": 140078,
      "contract_share_pct": 60.1,
      "direct_wage_rs": 412716,
      "contract_wage_rs": 225192,
      "wage_ratio": 0.546,
      "wage_gap_pct": 45.4
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 202,
      "est_factories": 670,
      "total_workers": 208529,
      "direct_workers": 204783,
      "contract_workers": 3747,
      "contract_share_pct": 1.8,
      "direct_wage_rs": 177987,
      "contract_wage_rs": 161040,
      "wage_ratio": 0.905,
      "wage_gap_pct": 9.5
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 733,
      "est_factories": 2170,
      "total_workers": 199853,
      "direct_workers": 119202,
      "contract_workers": 80651,
      "contract_share_pct": 40.4,
      "direct_wage_rs": 240946,
      "contract_wage_rs": 196272,
      "wage_ratio": 0.815,
      "wage_gap_pct": 18.5
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 370,
      "est_factories": 810,
      "total_workers": 198573,
      "direct_workers": 71304,
      "contract_workers": 127268,
      "contract_share_pct": 64.1,
      "direct_wage_rs": 264171,
      "contract_wage_rs": 185518,
      "wage_ratio": 0.702,
      "wage_gap_pct": 29.8
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 150,
      "est_factories": 275,
      "total_workers": 192529,
      "direct_workers": 64383,
      "contract_workers": 128146,
      "contract_share_pct": 66.6,
      "direct_wage_rs": 462140,
      "contract_wage_rs": 262880,
      "wage_ratio": 0.569,
      "wage_gap_pct": 43.1
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 516,
      "est_factories": 1935,
      "total_workers": 176861,
      "direct_workers": 115163,
      "contract_workers": 61697,
      "contract_share_pct": 34.9,
      "direct_wage_rs": 258040,
      "contract_wage_rs": 220235,
      "wage_ratio": 0.853,
      "wage_gap_pct": 14.7
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 517,
      "est_factories": 1911,
      "total_workers": 175591,
      "direct_workers": 70005,
      "contract_workers": 105586,
      "contract_share_pct": 60.1,
      "direct_wage_rs": 397339,
      "contract_wage_rs": 243984,
      "wage_ratio": 0.614,
      "wage_gap_pct": 38.6
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 833,
      "est_factories": 2353,
      "total_workers": 175153,
      "direct_workers": 100871,
      "contract_workers": 74282,
      "contract_share_pct": 42.4,
      "direct_wage_rs": 197453,
      "contract_wage_rs": 145102,
      "wage_ratio": 0.735,
      "wage_gap_pct": 26.5
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 349,
      "est_factories": 705,
      "total_workers": 161261,
      "direct_workers": 149103,
      "contract_workers": 12158,
      "contract_share_pct": 7.5,
      "direct_wage_rs": 261790,
      "contract_wage_rs": 174262,
      "wage_ratio": 0.666,
      "wage_gap_pct": 33.4
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 459,
      "est_factories": 1536,
      "total_workers": 160484,
      "direct_workers": 132899,
      "contract_workers": 27584,
      "contract_share_pct": 17.2,
      "direct_wage_rs": 160981,
      "contract_wage_rs": 137388,
      "wage_ratio": 0.853,
      "wage_gap_pct": 14.7
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 593,
      "est_factories": 3620,
      "total_workers": 158185,
      "direct_workers": 109754,
      "contract_workers": 48431,
      "contract_share_pct": 30.6,
      "direct_wage_rs": 187636,
      "contract_wage_rs": 168227,
      "wage_ratio": 0.897,
      "wage_gap_pct": 10.3
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 463,
      "est_factories": 2720,
      "total_workers": 158142,
      "direct_workers": 96916,
      "contract_workers": 61226,
      "contract_share_pct": 38.7,
      "direct_wage_rs": 233720,
      "contract_wage_rs": 193063,
      "wage_ratio": 0.826,
      "wage_gap_pct": 17.4
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 802,
      "est_factories": 3690,
      "total_workers": 157129,
      "direct_workers": 124585,
      "contract_workers": 32544,
      "contract_share_pct": 20.7,
      "direct_wage_rs": 169617,
      "contract_wage_rs": 159817,
      "wage_ratio": 0.942,
      "wage_gap_pct": 5.8
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 403,
      "est_factories": 2055,
      "total_workers": 152162,
      "direct_workers": 87991,
      "contract_workers": 64171,
      "contract_share_pct": 42.2,
      "direct_wage_rs": 225119,
      "contract_wage_rs": 182327,
      "wage_ratio": 0.81,
      "wage_gap_pct": 19.0
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 407,
      "est_factories": 2268,
      "total_workers": 147364,
      "direct_workers": 80218,
      "contract_workers": 67146,
      "contract_share_pct": 45.6,
      "direct_wage_rs": 216117,
      "contract_wage_rs": 232102,
      "wage_ratio": 1.074,
      "wage_gap_pct": -7.4
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 452,
      "est_factories": 2548,
      "total_workers": 136484,
      "direct_workers": 85221,
      "contract_workers": 51263,
      "contract_share_pct": 37.6,
      "direct_wage_rs": 211138,
      "contract_wage_rs": 185111,
      "wage_ratio": 0.877,
      "wage_gap_pct": 12.3
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 327,
      "est_factories": 1225,
      "total_workers": 135315,
      "direct_workers": 50976,
      "contract_workers": 84338,
      "contract_share_pct": 62.3,
      "direct_wage_rs": 349237,
      "contract_wage_rs": 257273,
      "wage_ratio": 0.737,
      "wage_gap_pct": 26.3
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 475,
      "est_factories": 2360,
      "total_workers": 133870,
      "direct_workers": 56269,
      "contract_workers": 77601,
      "contract_share_pct": 58.0,
      "direct_wage_rs": 291472,
      "contract_wage_rs": 223635,
      "wage_ratio": 0.767,
      "wage_gap_pct": 23.3
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 388,
      "est_factories": 1286,
      "total_workers": 127620,
      "direct_workers": 73306,
      "contract_workers": 54314,
      "contract_share_pct": 42.6,
      "direct_wage_rs": 235761,
      "contract_wage_rs": 195148,
      "wage_ratio": 0.828,
      "wage_gap_pct": 17.2
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 128,
      "est_factories": 386,
      "total_workers": 125020,
      "direct_workers": 113254,
      "contract_workers": 11765,
      "contract_share_pct": 9.4,
      "direct_wage_rs": 173003,
      "contract_wage_rs": 144073,
      "wage_ratio": 0.833,
      "wage_gap_pct": 16.7
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 192,
      "est_factories": 649,
      "total_workers": 122505,
      "direct_workers": 60520,
      "contract_workers": 61985,
      "contract_share_pct": 50.6,
      "direct_wage_rs": 386651,
      "contract_wage_rs": 187931,
      "wage_ratio": 0.486,
      "wage_gap_pct": 51.4
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 257,
      "est_factories": 1140,
      "total_workers": 121573,
      "direct_workers": 113989,
      "contract_workers": 7583,
      "contract_share_pct": 6.2,
      "direct_wage_rs": 169956,
      "contract_wage_rs": 151014,
      "wage_ratio": 0.889,
      "wage_gap_pct": 11.1
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 340,
      "est_factories": 1419,
      "total_workers": 119137,
      "direct_workers": 46855,
      "contract_workers": 72283,
      "contract_share_pct": 60.7,
      "direct_wage_rs": 312913,
      "contract_wage_rs": 200885,
      "wage_ratio": 0.642,
      "wage_gap_pct": 35.8
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 201,
      "est_factories": 693,
      "total_workers": 113706,
      "direct_workers": 45287,
      "contract_workers": 68419,
      "contract_share_pct": 60.2,
      "direct_wage_rs": 460078,
      "contract_wage_rs": 174647,
      "wage_ratio": 0.38,
      "wage_gap_pct": 62.0
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 259,
      "est_factories": 976,
      "total_workers": 113527,
      "direct_workers": 56466,
      "contract_workers": 57062,
      "contract_share_pct": 50.3,
      "direct_wage_rs": 334958,
      "contract_wage_rs": 206340,
      "wage_ratio": 0.616,
      "wage_gap_pct": 38.4
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 514,
      "est_factories": 1990,
      "total_workers": 112216,
      "direct_workers": 63655,
      "contract_workers": 48561,
      "contract_share_pct": 43.3,
      "direct_wage_rs": 194830,
      "contract_wage_rs": 181792,
      "wage_ratio": 0.933,
      "wage_gap_pct": 6.7
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 509,
      "est_factories": 1961,
      "total_workers": 109717,
      "direct_workers": 71042,
      "contract_workers": 38675,
      "contract_share_pct": 35.3,
      "direct_wage_rs": 230190,
      "contract_wage_rs": 218845,
      "wage_ratio": 0.951,
      "wage_gap_pct": 4.9
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 431,
      "est_factories": 1600,
      "total_workers": 108409,
      "direct_workers": 44010,
      "contract_workers": 64400,
      "contract_share_pct": 59.4,
      "direct_wage_rs": 409097,
      "contract_wage_rs": 230144,
      "wage_ratio": 0.563,
      "wage_gap_pct": 43.7
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 413,
      "est_factories": 1942,
      "total_workers": 103740,
      "direct_workers": 69328,
      "contract_workers": 34412,
      "contract_share_pct": 33.2,
      "direct_wage_rs": 300721,
      "contract_wage_rs": 216850,
      "wage_ratio": 0.721,
      "wage_gap_pct": 27.9
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 102,
      "est_factories": 224,
      "total_workers": 103270,
      "direct_workers": 36268,
      "contract_workers": 67002,
      "contract_share_pct": 64.9,
      "direct_wage_rs": 319569,
      "contract_wage_rs": 204618,
      "wage_ratio": 0.64,
      "wage_gap_pct": 36.0
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 362,
      "est_factories": 1266,
      "total_workers": 102617,
      "direct_workers": 65000,
      "contract_workers": 37617,
      "contract_share_pct": 36.7,
      "direct_wage_rs": 232173,
      "contract_wage_rs": 194917,
      "wage_ratio": 0.84,
      "wage_gap_pct": 16.0
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 343,
      "est_factories": 1043,
      "total_workers": 102205,
      "direct_workers": 37772,
      "contract_workers": 64433,
      "contract_share_pct": 63.0,
      "direct_wage_rs": 340357,
      "contract_wage_rs": 226238,
      "wage_ratio": 0.665,
      "wage_gap_pct": 33.5
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 172,
      "est_factories": 602,
      "total_workers": 102162,
      "direct_workers": 93773,
      "contract_workers": 8389,
      "contract_share_pct": 8.2,
      "direct_wage_rs": 162539,
      "contract_wage_rs": 154564,
      "wage_ratio": 0.951,
      "wage_gap_pct": 4.9
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 484,
      "est_factories": 2279,
      "total_workers": 102123,
      "direct_workers": 79826,
      "contract_workers": 22297,
      "contract_share_pct": 21.8,
      "direct_wage_rs": 136920,
      "contract_wage_rs": 197978,
      "wage_ratio": 1.446,
      "wage_gap_pct": -44.6
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 454,
      "est_factories": 3006,
      "total_workers": 102069,
      "direct_workers": 43291,
      "contract_workers": 58778,
      "contract_share_pct": 57.6,
      "direct_wage_rs": 205963,
      "contract_wage_rs": 119982,
      "wage_ratio": 0.583,
      "wage_gap_pct": 41.7
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 153,
      "est_factories": 401,
      "total_workers": 99587,
      "direct_workers": 47925,
      "contract_workers": 51662,
      "contract_share_pct": 51.9,
      "direct_wage_rs": 436632,
      "contract_wage_rs": 259026,
      "wage_ratio": 0.593,
      "wage_gap_pct": 40.7
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 84,
      "est_factories": 359,
      "total_workers": 96907,
      "direct_workers": 38077,
      "contract_workers": 58830,
      "contract_share_pct": 60.7,
      "direct_wage_rs": 632910,
      "contract_wage_rs": 215167,
      "wage_ratio": 0.34,
      "wage_gap_pct": 66.0
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 321,
      "est_factories": 879,
      "total_workers": 95347,
      "direct_workers": 50968,
      "contract_workers": 44379,
      "contract_share_pct": 46.5,
      "direct_wage_rs": 162382,
      "contract_wage_rs": 127383,
      "wage_ratio": 0.784,
      "wage_gap_pct": 21.6
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 264,
      "est_factories": 895,
      "total_workers": 93920,
      "direct_workers": 47403,
      "contract_workers": 46518,
      "contract_share_pct": 49.5,
      "direct_wage_rs": 230740,
      "contract_wage_rs": 203096,
      "wage_ratio": 0.88,
      "wage_gap_pct": 12.0
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 355,
      "est_factories": 1942,
      "total_workers": 86922,
      "direct_workers": 56131,
      "contract_workers": 30791,
      "contract_share_pct": 35.4,
      "direct_wage_rs": 132359,
      "contract_wage_rs": 212581,
      "wage_ratio": 1.606,
      "wage_gap_pct": -60.6
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 236,
      "est_factories": 1108,
      "total_workers": 86846,
      "direct_workers": 78878,
      "contract_workers": 7968,
      "contract_share_pct": 9.2,
      "direct_wage_rs": 239544,
      "contract_wage_rs": 173686,
      "wage_ratio": 0.725,
      "wage_gap_pct": 27.5
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 153,
      "est_factories": 428,
      "total_workers": 86502,
      "direct_workers": 35980,
      "contract_workers": 50522,
      "contract_share_pct": 58.4,
      "direct_wage_rs": 411456,
      "contract_wage_rs": 247813,
      "wage_ratio": 0.602,
      "wage_gap_pct": 39.8
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 295,
      "est_factories": 815,
      "total_workers": 84523,
      "direct_workers": 34245,
      "contract_workers": 50278,
      "contract_share_pct": 59.5,
      "direct_wage_rs": 208812,
      "contract_wage_rs": 145306,
      "wage_ratio": 0.696,
      "wage_gap_pct": 30.4
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 294,
      "est_factories": 691,
      "total_workers": 83980,
      "direct_workers": 43685,
      "contract_workers": 40295,
      "contract_share_pct": 48.0,
      "direct_wage_rs": 274060,
      "contract_wage_rs": 209223,
      "wage_ratio": 0.763,
      "wage_gap_pct": 23.7
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 155,
      "est_factories": 440,
      "total_workers": 83656,
      "direct_workers": 60951,
      "contract_workers": 22705,
      "contract_share_pct": 27.1,
      "direct_wage_rs": 196482,
      "contract_wage_rs": 165712,
      "wage_ratio": 0.843,
      "wage_gap_pct": 15.7
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 311,
      "est_factories": 2382,
      "total_workers": 83427,
      "direct_workers": 23254,
      "contract_workers": 60174,
      "contract_share_pct": 72.1,
      "direct_wage_rs": 237535,
      "contract_wage_rs": 156630,
      "wage_ratio": 0.659,
      "wage_gap_pct": 34.1
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 303,
      "est_factories": 1957,
      "total_workers": 83140,
      "direct_workers": 50608,
      "contract_workers": 32532,
      "contract_share_pct": 39.1,
      "direct_wage_rs": 210624,
      "contract_wage_rs": 197622,
      "wage_ratio": 0.938,
      "wage_gap_pct": 6.2
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 285,
      "est_factories": 2125,
      "total_workers": 82948,
      "direct_workers": 41816,
      "contract_workers": 41131,
      "contract_share_pct": 49.6,
      "direct_wage_rs": 63126,
      "contract_wage_rs": 50734,
      "wage_ratio": 0.804,
      "wage_gap_pct": 19.6
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 391,
      "est_factories": 1466,
      "total_workers": 82204,
      "direct_workers": 59302,
      "contract_workers": 22902,
      "contract_share_pct": 27.9,
      "direct_wage_rs": 181569,
      "contract_wage_rs": 228587,
      "wage_ratio": 1.259,
      "wage_gap_pct": -25.9
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 264,
      "est_factories": 956,
      "total_workers": 81697,
      "direct_workers": 61332,
      "contract_workers": 20365,
      "contract_share_pct": 24.9,
      "direct_wage_rs": 165166,
      "contract_wage_rs": 151119,
      "wage_ratio": 0.915,
      "wage_gap_pct": 8.5
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 346,
      "est_factories": 1978,
      "total_workers": 81591,
      "direct_workers": 46905,
      "contract_workers": 34686,
      "contract_share_pct": 42.5,
      "direct_wage_rs": 213543,
      "contract_wage_rs": 187363,
      "wage_ratio": 0.877,
      "wage_gap_pct": 12.3
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 215,
      "est_factories": 688,
      "total_workers": 75534,
      "direct_workers": 30511,
      "contract_workers": 45024,
      "contract_share_pct": 59.6,
      "direct_wage_rs": 394986,
      "contract_wage_rs": 231657,
      "wage_ratio": 0.586,
      "wage_gap_pct": 41.4
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 185,
      "est_factories": 804,
      "total_workers": 75472,
      "direct_workers": 73995,
      "contract_workers": 1476,
      "contract_share_pct": 2.0,
      "direct_wage_rs": 161945,
      "contract_wage_rs": 136744,
      "wage_ratio": 0.844,
      "wage_gap_pct": 15.6
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 416,
      "est_factories": 2954,
      "total_workers": 72356,
      "direct_workers": 38858,
      "contract_workers": 33499,
      "contract_share_pct": 46.3,
      "direct_wage_rs": 216636,
      "contract_wage_rs": 152087,
      "wage_ratio": 0.702,
      "wage_gap_pct": 29.8
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 208,
      "est_factories": 896,
      "total_workers": 71777,
      "direct_workers": 48841,
      "contract_workers": 22936,
      "contract_share_pct": 32.0,
      "direct_wage_rs": 186213,
      "contract_wage_rs": 163570,
      "wage_ratio": 0.878,
      "wage_gap_pct": 12.2
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 243,
      "est_factories": 684,
      "total_workers": 70985,
      "direct_workers": 26166,
      "contract_workers": 44818,
      "contract_share_pct": 63.1,
      "direct_wage_rs": 304861,
      "contract_wage_rs": 297164,
      "wage_ratio": 0.975,
      "wage_gap_pct": 2.5
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 155,
      "est_factories": 288,
      "total_workers": 70772,
      "direct_workers": 29498,
      "contract_workers": 41274,
      "contract_share_pct": 58.3,
      "direct_wage_rs": 248451,
      "contract_wage_rs": 200088,
      "wage_ratio": 0.805,
      "wage_gap_pct": 19.5
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 429,
      "est_factories": 1290,
      "total_workers": 70233,
      "direct_workers": 64800,
      "contract_workers": 5433,
      "contract_share_pct": 7.7,
      "direct_wage_rs": 83989,
      "contract_wage_rs": 140061,
      "wage_ratio": 1.668,
      "wage_gap_pct": -66.8
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 309,
      "est_factories": 798,
      "total_workers": 68934,
      "direct_workers": 39633,
      "contract_workers": 29301,
      "contract_share_pct": 42.5,
      "direct_wage_rs": 201075,
      "contract_wage_rs": 160716,
      "wage_ratio": 0.799,
      "wage_gap_pct": 20.1
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 250,
      "est_factories": 1055,
      "total_workers": 67558,
      "direct_workers": 41532,
      "contract_workers": 26027,
      "contract_share_pct": 38.5,
      "direct_wage_rs": 363891,
      "contract_wage_rs": 253251,
      "wage_ratio": 0.696,
      "wage_gap_pct": 30.4
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 353,
      "est_factories": 3615,
      "total_workers": 66904,
      "direct_workers": 29084,
      "contract_workers": 37820,
      "contract_share_pct": 56.5,
      "direct_wage_rs": 224129,
      "contract_wage_rs": 198288,
      "wage_ratio": 0.885,
      "wage_gap_pct": 11.5
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 290,
      "est_factories": 1010,
      "total_workers": 66070,
      "direct_workers": 45375,
      "contract_workers": 20695,
      "contract_share_pct": 31.3,
      "direct_wage_rs": 162034,
      "contract_wage_rs": 152818,
      "wage_ratio": 0.943,
      "wage_gap_pct": 5.7
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 253,
      "est_factories": 714,
      "total_workers": 64635,
      "direct_workers": 30236,
      "contract_workers": 34399,
      "contract_share_pct": 53.2,
      "direct_wage_rs": 230485,
      "contract_wage_rs": 199429,
      "wage_ratio": 0.865,
      "wage_gap_pct": 13.5
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 132,
      "est_factories": 264,
      "total_workers": 62613,
      "direct_workers": 33145,
      "contract_workers": 29469,
      "contract_share_pct": 47.1,
      "direct_wage_rs": 462593,
      "contract_wage_rs": 252250,
      "wage_ratio": 0.545,
      "wage_gap_pct": 45.5
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 359,
      "est_factories": 926,
      "total_workers": 62418,
      "direct_workers": 35524,
      "contract_workers": 26894,
      "contract_share_pct": 43.1,
      "direct_wage_rs": 181124,
      "contract_wage_rs": 143649,
      "wage_ratio": 0.793,
      "wage_gap_pct": 20.7
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 149,
      "est_factories": 550,
      "total_workers": 62310,
      "direct_workers": 61622,
      "contract_workers": 688,
      "contract_share_pct": 1.1,
      "direct_wage_rs": 52149,
      "contract_wage_rs": 130026,
      "wage_ratio": 2.493,
      "wage_gap_pct": -149.3
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 273,
      "est_factories": 911,
      "total_workers": 61306,
      "direct_workers": 37145,
      "contract_workers": 24161,
      "contract_share_pct": 39.4,
      "direct_wage_rs": 183105,
      "contract_wage_rs": 158425,
      "wage_ratio": 0.865,
      "wage_gap_pct": 13.5
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 188,
      "est_factories": 380,
      "total_workers": 60900,
      "direct_workers": 26906,
      "contract_workers": 33994,
      "contract_share_pct": 55.8,
      "direct_wage_rs": 264390,
      "contract_wage_rs": 176560,
      "wage_ratio": 0.668,
      "wage_gap_pct": 33.2
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 175,
      "est_factories": 484,
      "total_workers": 60647,
      "direct_workers": 29526,
      "contract_workers": 31122,
      "contract_share_pct": 51.3,
      "direct_wage_rs": 275477,
      "contract_wage_rs": 196651,
      "wage_ratio": 0.714,
      "wage_gap_pct": 28.6
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 276,
      "est_factories": 1013,
      "total_workers": 60122,
      "direct_workers": 38545,
      "contract_workers": 21578,
      "contract_share_pct": 35.9,
      "direct_wage_rs": 203767,
      "contract_wage_rs": 162624,
      "wage_ratio": 0.798,
      "wage_gap_pct": 20.2
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 153,
      "est_factories": 501,
      "total_workers": 57655,
      "direct_workers": 26752,
      "contract_workers": 30903,
      "contract_share_pct": 53.6,
      "direct_wage_rs": 439992,
      "contract_wage_rs": 297126,
      "wage_ratio": 0.675,
      "wage_gap_pct": 32.5
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 195,
      "est_factories": 621,
      "total_workers": 57258,
      "direct_workers": 22812,
      "contract_workers": 34445,
      "contract_share_pct": 60.2,
      "direct_wage_rs": 348595,
      "contract_wage_rs": 248092,
      "wage_ratio": 0.712,
      "wage_gap_pct": 28.8
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 77,
      "est_factories": 190,
      "total_workers": 56750,
      "direct_workers": 26547,
      "contract_workers": 30203,
      "contract_share_pct": 53.2,
      "direct_wage_rs": 253169,
      "contract_wage_rs": 332331,
      "wage_ratio": 1.313,
      "wage_gap_pct": -31.3
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 300,
      "est_factories": 875,
      "total_workers": 54630,
      "direct_workers": 30322,
      "contract_workers": 24307,
      "contract_share_pct": 44.5,
      "direct_wage_rs": 236573,
      "contract_wage_rs": 173725,
      "wage_ratio": 0.734,
      "wage_gap_pct": 26.6
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 175,
      "est_factories": 592,
      "total_workers": 52517,
      "direct_workers": 32548,
      "contract_workers": 19969,
      "contract_share_pct": 38.0,
      "direct_wage_rs": 179277,
      "contract_wage_rs": 208474,
      "wage_ratio": 1.163,
      "wage_gap_pct": -16.3
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 218,
      "est_factories": 1205,
      "total_workers": 52336,
      "direct_workers": 32318,
      "contract_workers": 20018,
      "contract_share_pct": 38.2,
      "direct_wage_rs": 259279,
      "contract_wage_rs": 238155,
      "wage_ratio": 0.919,
      "wage_gap_pct": 8.1
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 158,
      "est_factories": 690,
      "total_workers": 50761,
      "direct_workers": 33698,
      "contract_workers": 17063,
      "contract_share_pct": 33.6,
      "direct_wage_rs": 183007,
      "contract_wage_rs": 167646,
      "wage_ratio": 0.916,
      "wage_gap_pct": 8.4
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 124,
      "est_factories": 524,
      "total_workers": 50689,
      "direct_workers": 43852,
      "contract_workers": 6838,
      "contract_share_pct": 13.5,
      "direct_wage_rs": 163024,
      "contract_wage_rs": 154393,
      "wage_ratio": 0.947,
      "wage_gap_pct": 5.3
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 112,
      "est_factories": 282,
      "total_workers": 49729,
      "direct_workers": 22870,
      "contract_workers": 26859,
      "contract_share_pct": 54.0,
      "direct_wage_rs": 260885,
      "contract_wage_rs": 197465,
      "wage_ratio": 0.757,
      "wage_gap_pct": 24.3
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 138,
      "est_factories": 713,
      "total_workers": 49709,
      "direct_workers": 22043,
      "contract_workers": 27666,
      "contract_share_pct": 55.7,
      "direct_wage_rs": 280788,
      "contract_wage_rs": 225218,
      "wage_ratio": 0.802,
      "wage_gap_pct": 19.8
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 131,
      "est_factories": 308,
      "total_workers": 49657,
      "direct_workers": 21984,
      "contract_workers": 27673,
      "contract_share_pct": 55.7,
      "direct_wage_rs": 198934,
      "contract_wage_rs": 157384,
      "wage_ratio": 0.791,
      "wage_gap_pct": 20.9
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 162,
      "est_factories": 718,
      "total_workers": 49255,
      "direct_workers": 27609,
      "contract_workers": 21646,
      "contract_share_pct": 43.9,
      "direct_wage_rs": 190166,
      "contract_wage_rs": 166763,
      "wage_ratio": 0.877,
      "wage_gap_pct": 12.3
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 479,
      "est_factories": 787,
      "total_workers": 48897,
      "direct_workers": 2843,
      "contract_workers": 46054,
      "contract_share_pct": 94.2,
      "direct_wage_rs": 122033,
      "contract_wage_rs": 50309,
      "wage_ratio": 0.412,
      "wage_gap_pct": 58.8
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 92,
      "est_factories": 354,
      "total_workers": 48615,
      "direct_workers": 31260,
      "contract_workers": 17355,
      "contract_share_pct": 35.7,
      "direct_wage_rs": 175935,
      "contract_wage_rs": 150190,
      "wage_ratio": 0.854,
      "wage_gap_pct": 14.6
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 252,
      "est_factories": 1110,
      "total_workers": 48365,
      "direct_workers": 31489,
      "contract_workers": 16876,
      "contract_share_pct": 34.9,
      "direct_wage_rs": 171477,
      "contract_wage_rs": 140002,
      "wage_ratio": 0.816,
      "wage_gap_pct": 18.4
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 129,
      "est_factories": 259,
      "total_workers": 47820,
      "direct_workers": 17073,
      "contract_workers": 30747,
      "contract_share_pct": 64.3,
      "direct_wage_rs": 442547,
      "contract_wage_rs": 209176,
      "wage_ratio": 0.473,
      "wage_gap_pct": 52.7
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 188,
      "est_factories": 1046,
      "total_workers": 47488,
      "direct_workers": 32531,
      "contract_workers": 14957,
      "contract_share_pct": 31.5,
      "direct_wage_rs": 206972,
      "contract_wage_rs": 209807,
      "wage_ratio": 1.014,
      "wage_gap_pct": -1.4
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 132,
      "est_factories": 277,
      "total_workers": 47452,
      "direct_workers": 20329,
      "contract_workers": 27123,
      "contract_share_pct": 57.2,
      "direct_wage_rs": 699699,
      "contract_wage_rs": 227995,
      "wage_ratio": 0.326,
      "wage_gap_pct": 67.4
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 106,
      "est_factories": 246,
      "total_workers": 46263,
      "direct_workers": 11270,
      "contract_workers": 34993,
      "contract_share_pct": 75.6,
      "direct_wage_rs": 298678,
      "contract_wage_rs": 171996,
      "wage_ratio": 0.576,
      "wage_gap_pct": 42.4
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 260,
      "est_factories": 1151,
      "total_workers": 46143,
      "direct_workers": 26820,
      "contract_workers": 19324,
      "contract_share_pct": 41.9,
      "direct_wage_rs": 148783,
      "contract_wage_rs": 135318,
      "wage_ratio": 0.909,
      "wage_gap_pct": 9.1
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 155,
      "est_factories": 616,
      "total_workers": 45876,
      "direct_workers": 21387,
      "contract_workers": 24489,
      "contract_share_pct": 53.4,
      "direct_wage_rs": 253854,
      "contract_wage_rs": 224305,
      "wage_ratio": 0.884,
      "wage_gap_pct": 11.6
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 59,
      "est_factories": 209,
      "total_workers": 45819,
      "direct_workers": 23403,
      "contract_workers": 22417,
      "contract_share_pct": 48.9,
      "direct_wage_rs": 221843,
      "contract_wage_rs": 188297,
      "wage_ratio": 0.849,
      "wage_gap_pct": 15.1
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 71,
      "est_factories": 154,
      "total_workers": 45753,
      "direct_workers": 10139,
      "contract_workers": 35614,
      "contract_share_pct": 77.8,
      "direct_wage_rs": 260585,
      "contract_wage_rs": 173328,
      "wage_ratio": 0.665,
      "wage_gap_pct": 33.5
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 75,
      "est_factories": 112,
      "total_workers": 45504,
      "direct_workers": 14591,
      "contract_workers": 30913,
      "contract_share_pct": 67.9,
      "direct_wage_rs": 485153,
      "contract_wage_rs": 200111,
      "wage_ratio": 0.412,
      "wage_gap_pct": 58.8
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 140,
      "est_factories": 1658,
      "total_workers": 44944,
      "direct_workers": 5794,
      "contract_workers": 39149,
      "contract_share_pct": 87.1,
      "direct_wage_rs": 156105,
      "contract_wage_rs": 111078,
      "wage_ratio": 0.712,
      "wage_gap_pct": 28.8
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 168,
      "est_factories": 852,
      "total_workers": 43721,
      "direct_workers": 34382,
      "contract_workers": 9339,
      "contract_share_pct": 21.4,
      "direct_wage_rs": 193222,
      "contract_wage_rs": 195488,
      "wage_ratio": 1.012,
      "wage_gap_pct": -1.2
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 173,
      "est_factories": 1396,
      "total_workers": 43366,
      "direct_workers": 22270,
      "contract_workers": 21096,
      "contract_share_pct": 48.6,
      "direct_wage_rs": 241378,
      "contract_wage_rs": 199063,
      "wage_ratio": 0.825,
      "wage_gap_pct": 17.5
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 226,
      "est_factories": 572,
      "total_workers": 42646,
      "direct_workers": 30185,
      "contract_workers": 12461,
      "contract_share_pct": 29.2,
      "direct_wage_rs": 263571,
      "contract_wage_rs": 173749,
      "wage_ratio": 0.659,
      "wage_gap_pct": 34.1
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 69,
      "est_factories": 231,
      "total_workers": 42221,
      "direct_workers": 14375,
      "contract_workers": 27845,
      "contract_share_pct": 66.0,
      "direct_wage_rs": 218905,
      "contract_wage_rs": 197515,
      "wage_ratio": 0.902,
      "wage_gap_pct": 9.8
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 176,
      "est_factories": 391,
      "total_workers": 42215,
      "direct_workers": 26657,
      "contract_workers": 15558,
      "contract_share_pct": 36.9,
      "direct_wage_rs": 272016,
      "contract_wage_rs": 195777,
      "wage_ratio": 0.72,
      "wage_gap_pct": 28.0
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 125,
      "est_factories": 242,
      "total_workers": 41711,
      "direct_workers": 23547,
      "contract_workers": 18164,
      "contract_share_pct": 43.5,
      "direct_wage_rs": 222019,
      "contract_wage_rs": 183016,
      "wage_ratio": 0.824,
      "wage_gap_pct": 17.6
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 172,
      "est_factories": 403,
      "total_workers": 41626,
      "direct_workers": 14710,
      "contract_workers": 26915,
      "contract_share_pct": 64.7,
      "direct_wage_rs": 369166,
      "contract_wage_rs": 204948,
      "wage_ratio": 0.555,
      "wage_gap_pct": 44.5
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 183,
      "est_factories": 646,
      "total_workers": 40822,
      "direct_workers": 21480,
      "contract_workers": 19341,
      "contract_share_pct": 47.4,
      "direct_wage_rs": 241552,
      "contract_wage_rs": 300657,
      "wage_ratio": 1.245,
      "wage_gap_pct": -24.5
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 137,
      "est_factories": 398,
      "total_workers": 40563,
      "direct_workers": 21888,
      "contract_workers": 18675,
      "contract_share_pct": 46.0,
      "direct_wage_rs": 284040,
      "contract_wage_rs": 218273,
      "wage_ratio": 0.768,
      "wage_gap_pct": 23.2
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 175,
      "est_factories": 437,
      "total_workers": 40349,
      "direct_workers": 26647,
      "contract_workers": 13702,
      "contract_share_pct": 34.0,
      "direct_wage_rs": 189784,
      "contract_wage_rs": 202646,
      "wage_ratio": 1.068,
      "wage_gap_pct": -6.8
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 236,
      "est_factories": 1153,
      "total_workers": 39831,
      "direct_workers": 21585,
      "contract_workers": 18246,
      "contract_share_pct": 45.8,
      "direct_wage_rs": 149889,
      "contract_wage_rs": 139737,
      "wage_ratio": 0.932,
      "wage_gap_pct": 6.8
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 78,
      "est_factories": 177,
      "total_workers": 38574,
      "direct_workers": 12008,
      "contract_workers": 26566,
      "contract_share_pct": 68.9,
      "direct_wage_rs": 371853,
      "contract_wage_rs": 251371,
      "wage_ratio": 0.676,
      "wage_gap_pct": 32.4
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 140,
      "est_factories": 276,
      "total_workers": 38041,
      "direct_workers": 34617,
      "contract_workers": 3424,
      "contract_share_pct": 9.0,
      "direct_wage_rs": 187350,
      "contract_wage_rs": 159693,
      "wage_ratio": 0.852,
      "wage_gap_pct": 14.8
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 131,
      "est_factories": 407,
      "total_workers": 37921,
      "direct_workers": 20308,
      "contract_workers": 17614,
      "contract_share_pct": 46.4,
      "direct_wage_rs": 278117,
      "contract_wage_rs": 246270,
      "wage_ratio": 0.885,
      "wage_gap_pct": 11.5
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 134,
      "est_factories": 309,
      "total_workers": 37388,
      "direct_workers": 16032,
      "contract_workers": 21356,
      "contract_share_pct": 57.1,
      "direct_wage_rs": 214797,
      "contract_wage_rs": 216745,
      "wage_ratio": 1.009,
      "wage_gap_pct": -0.9
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 304,
      "est_factories": 799,
      "total_workers": 37053,
      "direct_workers": 21446,
      "contract_workers": 15607,
      "contract_share_pct": 42.1,
      "direct_wage_rs": 211244,
      "contract_wage_rs": 180922,
      "wage_ratio": 0.856,
      "wage_gap_pct": 14.4
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 105,
      "est_factories": 164,
      "total_workers": 36986,
      "direct_workers": 12368,
      "contract_workers": 24618,
      "contract_share_pct": 66.6,
      "direct_wage_rs": 185243,
      "contract_wage_rs": 158089,
      "wage_ratio": 0.853,
      "wage_gap_pct": 14.7
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 86,
      "est_factories": 147,
      "total_workers": 36893,
      "direct_workers": 31483,
      "contract_workers": 5410,
      "contract_share_pct": 14.7,
      "direct_wage_rs": 196367,
      "contract_wage_rs": 166295,
      "wage_ratio": 0.847,
      "wage_gap_pct": 15.3
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 187,
      "est_factories": 987,
      "total_workers": 36663,
      "direct_workers": 25919,
      "contract_workers": 10744,
      "contract_share_pct": 29.3,
      "direct_wage_rs": 199377,
      "contract_wage_rs": 199745,
      "wage_ratio": 1.002,
      "wage_gap_pct": -0.2
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 274,
      "est_factories": 2320,
      "total_workers": 35757,
      "direct_workers": 30461,
      "contract_workers": 5296,
      "contract_share_pct": 14.8,
      "direct_wage_rs": 158525,
      "contract_wage_rs": 134078,
      "wage_ratio": 0.846,
      "wage_gap_pct": 15.4
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 171,
      "est_factories": 630,
      "total_workers": 35495,
      "direct_workers": 25039,
      "contract_workers": 10456,
      "contract_share_pct": 29.5,
      "direct_wage_rs": 217659,
      "contract_wage_rs": 193537,
      "wage_ratio": 0.889,
      "wage_gap_pct": 11.1
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 108,
      "est_factories": 553,
      "total_workers": 35327,
      "direct_workers": 14186,
      "contract_workers": 21141,
      "contract_share_pct": 59.8,
      "direct_wage_rs": 207031,
      "contract_wage_rs": 158779,
      "wage_ratio": 0.767,
      "wage_gap_pct": 23.3
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 131,
      "est_factories": 706,
      "total_workers": 35164,
      "direct_workers": 32208,
      "contract_workers": 2956,
      "contract_share_pct": 8.4,
      "direct_wage_rs": 169095,
      "contract_wage_rs": 152879,
      "wage_ratio": 0.904,
      "wage_gap_pct": 9.6
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 183,
      "est_factories": 594,
      "total_workers": 34761,
      "direct_workers": 23905,
      "contract_workers": 10856,
      "contract_share_pct": 31.2,
      "direct_wage_rs": 180815,
      "contract_wage_rs": 144886,
      "wage_ratio": 0.801,
      "wage_gap_pct": 19.9
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 135,
      "est_factories": 675,
      "total_workers": 34589,
      "direct_workers": 30278,
      "contract_workers": 4310,
      "contract_share_pct": 12.5,
      "direct_wage_rs": 171059,
      "contract_wage_rs": 176410,
      "wage_ratio": 1.031,
      "wage_gap_pct": -3.1
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 118,
      "est_factories": 839,
      "total_workers": 34502,
      "direct_workers": 6180,
      "contract_workers": 28322,
      "contract_share_pct": 82.1,
      "direct_wage_rs": 235465,
      "contract_wage_rs": 97872,
      "wage_ratio": 0.416,
      "wage_gap_pct": 58.4
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 43,
      "est_factories": 170,
      "total_workers": 34447,
      "direct_workers": 16753,
      "contract_workers": 17695,
      "contract_share_pct": 51.4,
      "direct_wage_rs": 546271,
      "contract_wage_rs": 227295,
      "wage_ratio": 0.416,
      "wage_gap_pct": 58.4
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 103,
      "est_factories": 220,
      "total_workers": 34258,
      "direct_workers": 17253,
      "contract_workers": 17005,
      "contract_share_pct": 49.6,
      "direct_wage_rs": 449786,
      "contract_wage_rs": 272134,
      "wage_ratio": 0.605,
      "wage_gap_pct": 39.5
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 147,
      "est_factories": 332,
      "total_workers": 33960,
      "direct_workers": 25581,
      "contract_workers": 8379,
      "contract_share_pct": 24.7,
      "direct_wage_rs": 211366,
      "contract_wage_rs": 165292,
      "wage_ratio": 0.782,
      "wage_gap_pct": 21.8
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 146,
      "est_factories": 299,
      "total_workers": 33531,
      "direct_workers": 11716,
      "contract_workers": 21815,
      "contract_share_pct": 65.1,
      "direct_wage_rs": 230869,
      "contract_wage_rs": 204288,
      "wage_ratio": 0.885,
      "wage_gap_pct": 11.5
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 128,
      "est_factories": 406,
      "total_workers": 33282,
      "direct_workers": 18267,
      "contract_workers": 15015,
      "contract_share_pct": 45.1,
      "direct_wage_rs": 236127,
      "contract_wage_rs": 173242,
      "wage_ratio": 0.734,
      "wage_gap_pct": 26.6
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 108,
      "est_factories": 276,
      "total_workers": 32506,
      "direct_workers": 15372,
      "contract_workers": 17134,
      "contract_share_pct": 52.7,
      "direct_wage_rs": 203446,
      "contract_wage_rs": 156272,
      "wage_ratio": 0.768,
      "wage_gap_pct": 23.2
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 251,
      "est_factories": 810,
      "total_workers": 32161,
      "direct_workers": 12701,
      "contract_workers": 19460,
      "contract_share_pct": 60.5,
      "direct_wage_rs": 203980,
      "contract_wage_rs": 161861,
      "wage_ratio": 0.794,
      "wage_gap_pct": 20.6
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 87,
      "est_factories": 162,
      "total_workers": 31819,
      "direct_workers": 13239,
      "contract_workers": 18580,
      "contract_share_pct": 58.4,
      "direct_wage_rs": 339335,
      "contract_wage_rs": 194797,
      "wage_ratio": 0.574,
      "wage_gap_pct": 42.6
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 146,
      "est_factories": 334,
      "total_workers": 31772,
      "direct_workers": 22161,
      "contract_workers": 9611,
      "contract_share_pct": 30.2,
      "direct_wage_rs": 203701,
      "contract_wage_rs": 196494,
      "wage_ratio": 0.965,
      "wage_gap_pct": 3.5
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 117,
      "est_factories": 339,
      "total_workers": 31699,
      "direct_workers": 14343,
      "contract_workers": 17356,
      "contract_share_pct": 54.8,
      "direct_wage_rs": 359070,
      "contract_wage_rs": 259067,
      "wage_ratio": 0.721,
      "wage_gap_pct": 27.9
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 169,
      "est_factories": 451,
      "total_workers": 30970,
      "direct_workers": 15722,
      "contract_workers": 15248,
      "contract_share_pct": 49.2,
      "direct_wage_rs": 239246,
      "contract_wage_rs": 180830,
      "wage_ratio": 0.756,
      "wage_gap_pct": 24.4
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 58,
      "est_factories": 125,
      "total_workers": 30345,
      "direct_workers": 4383,
      "contract_workers": 25962,
      "contract_share_pct": 85.6,
      "direct_wage_rs": 866841,
      "contract_wage_rs": 260686,
      "wage_ratio": 0.301,
      "wage_gap_pct": 69.9
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 92,
      "est_factories": 206,
      "total_workers": 29749,
      "direct_workers": 9063,
      "contract_workers": 20687,
      "contract_share_pct": 69.5,
      "direct_wage_rs": 302854,
      "contract_wage_rs": 189137,
      "wage_ratio": 0.625,
      "wage_gap_pct": 37.5
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 130,
      "est_factories": 364,
      "total_workers": 29360,
      "direct_workers": 21947,
      "contract_workers": 7414,
      "contract_share_pct": 25.3,
      "direct_wage_rs": 178287,
      "contract_wage_rs": 177680,
      "wage_ratio": 0.997,
      "wage_gap_pct": 0.3
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 139,
      "est_factories": 336,
      "total_workers": 28540,
      "direct_workers": 18748,
      "contract_workers": 9792,
      "contract_share_pct": 34.3,
      "direct_wage_rs": 236440,
      "contract_wage_rs": 159831,
      "wage_ratio": 0.676,
      "wage_gap_pct": 32.4
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 137,
      "est_factories": 345,
      "total_workers": 28458,
      "direct_workers": 10877,
      "contract_workers": 17580,
      "contract_share_pct": 61.8,
      "direct_wage_rs": 296027,
      "contract_wage_rs": 160603,
      "wage_ratio": 0.543,
      "wage_gap_pct": 45.7
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 36,
      "est_factories": 64,
      "total_workers": 27784,
      "direct_workers": 26746,
      "contract_workers": 1038,
      "contract_share_pct": 3.7,
      "direct_wage_rs": 138789,
      "contract_wage_rs": 489645,
      "wage_ratio": 3.528,
      "wage_gap_pct": -252.8
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 72,
      "est_factories": 252,
      "total_workers": 27617,
      "direct_workers": 18597,
      "contract_workers": 9020,
      "contract_share_pct": 32.7,
      "direct_wage_rs": 202940,
      "contract_wage_rs": 191361,
      "wage_ratio": 0.943,
      "wage_gap_pct": 5.7
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 125,
      "est_factories": 724,
      "total_workers": 27537,
      "direct_workers": 13460,
      "contract_workers": 14077,
      "contract_share_pct": 51.1,
      "direct_wage_rs": 278122,
      "contract_wage_rs": 217070,
      "wage_ratio": 0.78,
      "wage_gap_pct": 22.0
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 74,
      "est_factories": 168,
      "total_workers": 27522,
      "direct_workers": 8262,
      "contract_workers": 19260,
      "contract_share_pct": 70.0,
      "direct_wage_rs": 270518,
      "contract_wage_rs": 133751,
      "wage_ratio": 0.494,
      "wage_gap_pct": 50.6
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 53,
      "est_factories": 57,
      "total_workers": 26385,
      "direct_workers": 10753,
      "contract_workers": 15632,
      "contract_share_pct": 59.2,
      "direct_wage_rs": 258516,
      "contract_wage_rs": 196915,
      "wage_ratio": 0.762,
      "wage_gap_pct": 23.8
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 44,
      "est_factories": 53,
      "total_workers": 26273,
      "direct_workers": 9078,
      "contract_workers": 17195,
      "contract_share_pct": 65.4,
      "direct_wage_rs": 307745,
      "contract_wage_rs": 164515,
      "wage_ratio": 0.535,
      "wage_gap_pct": 46.5
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 108,
      "est_factories": 497,
      "total_workers": 26000,
      "direct_workers": 15983,
      "contract_workers": 10017,
      "contract_share_pct": 38.5,
      "direct_wage_rs": 164662,
      "contract_wage_rs": 137642,
      "wage_ratio": 0.836,
      "wage_gap_pct": 16.4
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 72,
      "est_factories": 180,
      "total_workers": 25926,
      "direct_workers": 23572,
      "contract_workers": 2354,
      "contract_share_pct": 9.1,
      "direct_wage_rs": 417892,
      "contract_wage_rs": 272201,
      "wage_ratio": 0.651,
      "wage_gap_pct": 34.9
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 118,
      "est_factories": 583,
      "total_workers": 25793,
      "direct_workers": 15125,
      "contract_workers": 10668,
      "contract_share_pct": 41.4,
      "direct_wage_rs": 271495,
      "contract_wage_rs": 221008,
      "wage_ratio": 0.814,
      "wage_gap_pct": 18.6
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 67,
      "est_factories": 312,
      "total_workers": 25025,
      "direct_workers": 20940,
      "contract_workers": 4086,
      "contract_share_pct": 16.3,
      "direct_wage_rs": 179442,
      "contract_wage_rs": 158709,
      "wage_ratio": 0.884,
      "wage_gap_pct": 11.6
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 130,
      "est_factories": 572,
      "total_workers": 24905,
      "direct_workers": 9388,
      "contract_workers": 15517,
      "contract_share_pct": 62.3,
      "direct_wage_rs": 341157,
      "contract_wage_rs": 216753,
      "wage_ratio": 0.635,
      "wage_gap_pct": 36.5
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 153,
      "est_factories": 423,
      "total_workers": 24847,
      "direct_workers": 14189,
      "contract_workers": 10658,
      "contract_share_pct": 42.9,
      "direct_wage_rs": 221580,
      "contract_wage_rs": 175294,
      "wage_ratio": 0.791,
      "wage_gap_pct": 20.9
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 45,
      "est_factories": 55,
      "total_workers": 24361,
      "direct_workers": 22764,
      "contract_workers": 1597,
      "contract_share_pct": 6.6,
      "direct_wage_rs": 88360,
      "contract_wage_rs": 160262,
      "wage_ratio": 1.814,
      "wage_gap_pct": -81.4
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 76,
      "est_factories": 121,
      "total_workers": 24152,
      "direct_workers": 14961,
      "contract_workers": 9191,
      "contract_share_pct": 38.1,
      "direct_wage_rs": 230430,
      "contract_wage_rs": 174409,
      "wage_ratio": 0.757,
      "wage_gap_pct": 24.3
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 123,
      "est_factories": 273,
      "total_workers": 23700,
      "direct_workers": 16013,
      "contract_workers": 7688,
      "contract_share_pct": 32.4,
      "direct_wage_rs": 294499,
      "contract_wage_rs": 189033,
      "wage_ratio": 0.642,
      "wage_gap_pct": 35.8
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 118,
      "est_factories": 326,
      "total_workers": 23692,
      "direct_workers": 10925,
      "contract_workers": 12768,
      "contract_share_pct": 53.9,
      "direct_wage_rs": 264447,
      "contract_wage_rs": 159625,
      "wage_ratio": 0.604,
      "wage_gap_pct": 39.6
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 83,
      "est_factories": 205,
      "total_workers": 23375,
      "direct_workers": 19252,
      "contract_workers": 4123,
      "contract_share_pct": 17.6,
      "direct_wage_rs": 190841,
      "contract_wage_rs": 197651,
      "wage_ratio": 1.036,
      "wage_gap_pct": -3.6
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 60,
      "est_factories": 134,
      "total_workers": 23170,
      "direct_workers": 11695,
      "contract_workers": 11475,
      "contract_share_pct": 49.5,
      "direct_wage_rs": 356288,
      "contract_wage_rs": 215637,
      "wage_ratio": 0.605,
      "wage_gap_pct": 39.5
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 91,
      "est_factories": 395,
      "total_workers": 22687,
      "direct_workers": 13283,
      "contract_workers": 9404,
      "contract_share_pct": 41.5,
      "direct_wage_rs": 314206,
      "contract_wage_rs": 220726,
      "wage_ratio": 0.702,
      "wage_gap_pct": 29.8
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 117,
      "est_factories": 172,
      "total_workers": 22397,
      "direct_workers": 9843,
      "contract_workers": 12554,
      "contract_share_pct": 56.1,
      "direct_wage_rs": 235411,
      "contract_wage_rs": 172692,
      "wage_ratio": 0.734,
      "wage_gap_pct": 26.6
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 100,
      "est_factories": 287,
      "total_workers": 22385,
      "direct_workers": 10054,
      "contract_workers": 12331,
      "contract_share_pct": 55.1,
      "direct_wage_rs": 308828,
      "contract_wage_rs": 165128,
      "wage_ratio": 0.535,
      "wage_gap_pct": 46.5
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 91,
      "est_factories": 337,
      "total_workers": 22249,
      "direct_workers": 10359,
      "contract_workers": 11890,
      "contract_share_pct": 53.4,
      "direct_wage_rs": 313747,
      "contract_wage_rs": 204588,
      "wage_ratio": 0.652,
      "wage_gap_pct": 34.8
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 159,
      "est_factories": 524,
      "total_workers": 21970,
      "direct_workers": 13074,
      "contract_workers": 8897,
      "contract_share_pct": 40.5,
      "direct_wage_rs": 284811,
      "contract_wage_rs": 221007,
      "wage_ratio": 0.776,
      "wage_gap_pct": 22.4
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 87,
      "est_factories": 666,
      "total_workers": 21312,
      "direct_workers": 5796,
      "contract_workers": 15516,
      "contract_share_pct": 72.8,
      "direct_wage_rs": 242934,
      "contract_wage_rs": 133614,
      "wage_ratio": 0.55,
      "wage_gap_pct": 45.0
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 75,
      "est_factories": 121,
      "total_workers": 21124,
      "direct_workers": 8603,
      "contract_workers": 12521,
      "contract_share_pct": 59.3,
      "direct_wage_rs": 291354,
      "contract_wage_rs": 245678,
      "wage_ratio": 0.843,
      "wage_gap_pct": 15.7
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 92,
      "est_factories": 220,
      "total_workers": 21031,
      "direct_workers": 12635,
      "contract_workers": 8396,
      "contract_share_pct": 39.9,
      "direct_wage_rs": 224428,
      "contract_wage_rs": 183560,
      "wage_ratio": 0.818,
      "wage_gap_pct": 18.2
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 116,
      "est_factories": 566,
      "total_workers": 20940,
      "direct_workers": 15022,
      "contract_workers": 5918,
      "contract_share_pct": 28.3,
      "direct_wage_rs": 345761,
      "contract_wage_rs": 261840,
      "wage_ratio": 0.757,
      "wage_gap_pct": 24.3
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 81,
      "est_factories": 154,
      "total_workers": 20928,
      "direct_workers": 8811,
      "contract_workers": 12117,
      "contract_share_pct": 57.9,
      "direct_wage_rs": 545716,
      "contract_wage_rs": 159330,
      "wage_ratio": 0.292,
      "wage_gap_pct": 70.8
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 91,
      "est_factories": 551,
      "total_workers": 20710,
      "direct_workers": 10617,
      "contract_workers": 10093,
      "contract_share_pct": 48.7,
      "direct_wage_rs": 177011,
      "contract_wage_rs": 160262,
      "wage_ratio": 0.905,
      "wage_gap_pct": 9.5
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 91,
      "est_factories": 470,
      "total_workers": 20502,
      "direct_workers": 6079,
      "contract_workers": 14423,
      "contract_share_pct": 70.3,
      "direct_wage_rs": 236541,
      "contract_wage_rs": 200901,
      "wage_ratio": 0.849,
      "wage_gap_pct": 15.1
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 92,
      "est_factories": 437,
      "total_workers": 19739,
      "direct_workers": 15361,
      "contract_workers": 4378,
      "contract_share_pct": 22.2,
      "direct_wage_rs": 179643,
      "contract_wage_rs": 194335,
      "wage_ratio": 1.082,
      "wage_gap_pct": -8.2
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 89,
      "est_factories": 310,
      "total_workers": 19502,
      "direct_workers": 14388,
      "contract_workers": 5114,
      "contract_share_pct": 26.2,
      "direct_wage_rs": 325961,
      "contract_wage_rs": 164836,
      "wage_ratio": 0.506,
      "wage_gap_pct": 49.4
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 94,
      "est_factories": 522,
      "total_workers": 19361,
      "direct_workers": 10767,
      "contract_workers": 8593,
      "contract_share_pct": 44.4,
      "direct_wage_rs": 228387,
      "contract_wage_rs": 164989,
      "wage_ratio": 0.722,
      "wage_gap_pct": 27.8
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 49,
      "est_factories": 316,
      "total_workers": 19237,
      "direct_workers": 8559,
      "contract_workers": 10678,
      "contract_share_pct": 55.5,
      "direct_wage_rs": 227880,
      "contract_wage_rs": 224609,
      "wage_ratio": 0.986,
      "wage_gap_pct": 1.4
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 93,
      "est_factories": 216,
      "total_workers": 18400,
      "direct_workers": 14847,
      "contract_workers": 3554,
      "contract_share_pct": 19.3,
      "direct_wage_rs": 209371,
      "contract_wage_rs": 157604,
      "wage_ratio": 0.753,
      "wage_gap_pct": 24.7
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 49,
      "est_factories": 163,
      "total_workers": 18274,
      "direct_workers": 11564,
      "contract_workers": 6711,
      "contract_share_pct": 36.7,
      "direct_wage_rs": 225882,
      "contract_wage_rs": 161511,
      "wage_ratio": 0.715,
      "wage_gap_pct": 28.5
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 71,
      "est_factories": 344,
      "total_workers": 18208,
      "direct_workers": 8022,
      "contract_workers": 10186,
      "contract_share_pct": 55.9,
      "direct_wage_rs": 216362,
      "contract_wage_rs": 189295,
      "wage_ratio": 0.875,
      "wage_gap_pct": 12.5
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 83,
      "est_factories": 354,
      "total_workers": 18091,
      "direct_workers": 9149,
      "contract_workers": 8942,
      "contract_share_pct": 49.4,
      "direct_wage_rs": 263775,
      "contract_wage_rs": 219265,
      "wage_ratio": 0.831,
      "wage_gap_pct": 16.9
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 63,
      "est_factories": 87,
      "total_workers": 18006,
      "direct_workers": 6699,
      "contract_workers": 11307,
      "contract_share_pct": 62.8,
      "direct_wage_rs": 239028,
      "contract_wage_rs": 181214,
      "wage_ratio": 0.758,
      "wage_gap_pct": 24.2
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 86,
      "est_factories": 235,
      "total_workers": 17877,
      "direct_workers": 9722,
      "contract_workers": 8155,
      "contract_share_pct": 45.6,
      "direct_wage_rs": 198415,
      "contract_wage_rs": 226709,
      "wage_ratio": 1.143,
      "wage_gap_pct": -14.3
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 44,
      "est_factories": 105,
      "total_workers": 17688,
      "direct_workers": 6332,
      "contract_workers": 11356,
      "contract_share_pct": 64.2,
      "direct_wage_rs": 225547,
      "contract_wage_rs": 185299,
      "wage_ratio": 0.822,
      "wage_gap_pct": 17.8
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 101,
      "est_factories": 715,
      "total_workers": 17583,
      "direct_workers": 16128,
      "contract_workers": 1455,
      "contract_share_pct": 8.3,
      "direct_wage_rs": 251093,
      "contract_wage_rs": 246515,
      "wage_ratio": 0.982,
      "wage_gap_pct": 1.8
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 94,
      "est_factories": 348,
      "total_workers": 17446,
      "direct_workers": 8402,
      "contract_workers": 9044,
      "contract_share_pct": 51.8,
      "direct_wage_rs": 307115,
      "contract_wage_rs": 194956,
      "wage_ratio": 0.635,
      "wage_gap_pct": 36.5
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 85,
      "est_factories": 286,
      "total_workers": 17421,
      "direct_workers": 11008,
      "contract_workers": 6413,
      "contract_share_pct": 36.8,
      "direct_wage_rs": 381954,
      "contract_wage_rs": 274691,
      "wage_ratio": 0.719,
      "wage_gap_pct": 28.1
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 119,
      "est_factories": 476,
      "total_workers": 17347,
      "direct_workers": 10520,
      "contract_workers": 6827,
      "contract_share_pct": 39.4,
      "direct_wage_rs": 216110,
      "contract_wage_rs": 185295,
      "wage_ratio": 0.857,
      "wage_gap_pct": 14.3
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 73,
      "est_factories": 167,
      "total_workers": 17041,
      "direct_workers": 8753,
      "contract_workers": 8288,
      "contract_share_pct": 48.6,
      "direct_wage_rs": 284701,
      "contract_wage_rs": 172946,
      "wage_ratio": 0.607,
      "wage_gap_pct": 39.3
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 44,
      "est_factories": 92,
      "total_workers": 16603,
      "direct_workers": 6546,
      "contract_workers": 10057,
      "contract_share_pct": 60.6,
      "direct_wage_rs": 511219,
      "contract_wage_rs": 181526,
      "wage_ratio": 0.355,
      "wage_gap_pct": 64.5
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 131,
      "est_factories": 663,
      "total_workers": 16593,
      "direct_workers": 15236,
      "contract_workers": 1357,
      "contract_share_pct": 8.2,
      "direct_wage_rs": 154689,
      "contract_wage_rs": 194037,
      "wage_ratio": 1.254,
      "wage_gap_pct": -25.4
    },
    {
      "state_code": "11",
      "state_name": "Sikkim",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 38,
      "est_factories": 39,
      "total_workers": 16542,
      "direct_workers": 7357,
      "contract_workers": 9185,
      "contract_share_pct": 55.5,
      "direct_wage_rs": 368302,
      "contract_wage_rs": 261117,
      "wage_ratio": 0.709,
      "wage_gap_pct": 29.1
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 74,
      "est_factories": 338,
      "total_workers": 16533,
      "direct_workers": 10293,
      "contract_workers": 6239,
      "contract_share_pct": 37.7,
      "direct_wage_rs": 297732,
      "contract_wage_rs": 187455,
      "wage_ratio": 0.63,
      "wage_gap_pct": 37.0
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 108,
      "est_factories": 389,
      "total_workers": 16518,
      "direct_workers": 12829,
      "contract_workers": 3689,
      "contract_share_pct": 22.3,
      "direct_wage_rs": 191260,
      "contract_wage_rs": 165970,
      "wage_ratio": 0.868,
      "wage_gap_pct": 13.2
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 89,
      "est_factories": 265,
      "total_workers": 16419,
      "direct_workers": 10515,
      "contract_workers": 5905,
      "contract_share_pct": 36.0,
      "direct_wage_rs": 182279,
      "contract_wage_rs": 163802,
      "wage_ratio": 0.899,
      "wage_gap_pct": 10.1
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 71,
      "est_factories": 116,
      "total_workers": 16379,
      "direct_workers": 9808,
      "contract_workers": 6571,
      "contract_share_pct": 40.1,
      "direct_wage_rs": 288599,
      "contract_wage_rs": 196708,
      "wage_ratio": 0.682,
      "wage_gap_pct": 31.8
    },
    {
      "state_code": "16",
      "state_name": "Tripura",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 364,
      "est_factories": 371,
      "total_workers": 16229,
      "direct_workers": 239,
      "contract_workers": 15990,
      "contract_share_pct": 98.5,
      "direct_wage_rs": 87476,
      "contract_wage_rs": 49628,
      "wage_ratio": 0.567,
      "wage_gap_pct": 43.3
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 73,
      "est_factories": 258,
      "total_workers": 15838,
      "direct_workers": 14705,
      "contract_workers": 1133,
      "contract_share_pct": 7.2,
      "direct_wage_rs": 177758,
      "contract_wage_rs": 190954,
      "wage_ratio": 1.074,
      "wage_gap_pct": -7.4
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 86,
      "est_factories": 280,
      "total_workers": 15595,
      "direct_workers": 7613,
      "contract_workers": 7983,
      "contract_share_pct": 51.2,
      "direct_wage_rs": 178856,
      "contract_wage_rs": 199663,
      "wage_ratio": 1.116,
      "wage_gap_pct": -11.6
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 98,
      "est_factories": 195,
      "total_workers": 15508,
      "direct_workers": 6894,
      "contract_workers": 8614,
      "contract_share_pct": 55.5,
      "direct_wage_rs": 220699,
      "contract_wage_rs": 184872,
      "wage_ratio": 0.838,
      "wage_gap_pct": 16.2
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 40,
      "est_factories": 57,
      "total_workers": 14862,
      "direct_workers": 13432,
      "contract_workers": 1430,
      "contract_share_pct": 9.6,
      "direct_wage_rs": 231772,
      "contract_wage_rs": 152019,
      "wage_ratio": 0.656,
      "wage_gap_pct": 34.4
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 39,
      "est_factories": 68,
      "total_workers": 14803,
      "direct_workers": 6070,
      "contract_workers": 8733,
      "contract_share_pct": 59.0,
      "direct_wage_rs": 423287,
      "contract_wage_rs": 214739,
      "wage_ratio": 0.507,
      "wage_gap_pct": 49.3
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 101,
      "est_factories": 452,
      "total_workers": 14661,
      "direct_workers": 9782,
      "contract_workers": 4879,
      "contract_share_pct": 33.3,
      "direct_wage_rs": 281871,
      "contract_wage_rs": 208824,
      "wage_ratio": 0.741,
      "wage_gap_pct": 25.9
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 55,
      "est_factories": 150,
      "total_workers": 14651,
      "direct_workers": 6727,
      "contract_workers": 7924,
      "contract_share_pct": 54.1,
      "direct_wage_rs": 222431,
      "contract_wage_rs": 155055,
      "wage_ratio": 0.697,
      "wage_gap_pct": 30.3
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 60,
      "est_factories": 149,
      "total_workers": 14445,
      "direct_workers": 8552,
      "contract_workers": 5893,
      "contract_share_pct": 40.8,
      "direct_wage_rs": 246510,
      "contract_wage_rs": 155332,
      "wage_ratio": 0.63,
      "wage_gap_pct": 37.0
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 49,
      "est_factories": 199,
      "total_workers": 14255,
      "direct_workers": 8506,
      "contract_workers": 5749,
      "contract_share_pct": 40.3,
      "direct_wage_rs": 251374,
      "contract_wage_rs": 206283,
      "wage_ratio": 0.821,
      "wage_gap_pct": 17.9
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 91,
      "est_factories": 355,
      "total_workers": 13923,
      "direct_workers": 8540,
      "contract_workers": 5384,
      "contract_share_pct": 38.7,
      "direct_wage_rs": 282882,
      "contract_wage_rs": 229081,
      "wage_ratio": 0.81,
      "wage_gap_pct": 19.0
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 52,
      "est_factories": 130,
      "total_workers": 13716,
      "direct_workers": 4592,
      "contract_workers": 9124,
      "contract_share_pct": 66.5,
      "direct_wage_rs": 225021,
      "contract_wage_rs": 208885,
      "wage_ratio": 0.928,
      "wage_gap_pct": 7.2
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 37,
      "est_factories": 130,
      "total_workers": 13704,
      "direct_workers": 8944,
      "contract_workers": 4760,
      "contract_share_pct": 34.7,
      "direct_wage_rs": 570050,
      "contract_wage_rs": 214277,
      "wage_ratio": 0.376,
      "wage_gap_pct": 62.4
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 47,
      "est_factories": 83,
      "total_workers": 13597,
      "direct_workers": 2576,
      "contract_workers": 11021,
      "contract_share_pct": 81.1,
      "direct_wage_rs": 999033,
      "contract_wage_rs": 221494,
      "wage_ratio": 0.222,
      "wage_gap_pct": 77.8
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 59,
      "est_factories": 192,
      "total_workers": 13482,
      "direct_workers": 3368,
      "contract_workers": 10114,
      "contract_share_pct": 75.0,
      "direct_wage_rs": 1324142,
      "contract_wage_rs": 324403,
      "wage_ratio": 0.245,
      "wage_gap_pct": 75.5
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 107,
      "est_factories": 373,
      "total_workers": 13444,
      "direct_workers": 7646,
      "contract_workers": 5798,
      "contract_share_pct": 43.1,
      "direct_wage_rs": 131948,
      "contract_wage_rs": 133322,
      "wage_ratio": 1.01,
      "wage_gap_pct": -1.0
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 56,
      "est_factories": 204,
      "total_workers": 13387,
      "direct_workers": 11986,
      "contract_workers": 1400,
      "contract_share_pct": 10.5,
      "direct_wage_rs": 204042,
      "contract_wage_rs": 222376,
      "wage_ratio": 1.09,
      "wage_gap_pct": -9.0
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 28,
      "est_factories": 31,
      "total_workers": 13317,
      "direct_workers": 4297,
      "contract_workers": 9020,
      "contract_share_pct": 67.7,
      "direct_wage_rs": 383651,
      "contract_wage_rs": 262948,
      "wage_ratio": 0.685,
      "wage_gap_pct": 31.5
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 70,
      "est_factories": 180,
      "total_workers": 13202,
      "direct_workers": 9634,
      "contract_workers": 3568,
      "contract_share_pct": 27.0,
      "direct_wage_rs": 295176,
      "contract_wage_rs": 249706,
      "wage_ratio": 0.846,
      "wage_gap_pct": 15.4
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 94,
      "est_factories": 517,
      "total_workers": 12978,
      "direct_workers": 6814,
      "contract_workers": 6165,
      "contract_share_pct": 47.5,
      "direct_wage_rs": 197931,
      "contract_wage_rs": 211988,
      "wage_ratio": 1.071,
      "wage_gap_pct": -7.1
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 65,
      "est_factories": 184,
      "total_workers": 12975,
      "direct_workers": 9218,
      "contract_workers": 3757,
      "contract_share_pct": 29.0,
      "direct_wage_rs": 193595,
      "contract_wage_rs": 183046,
      "wage_ratio": 0.946,
      "wage_gap_pct": 5.4
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 76,
      "est_factories": 234,
      "total_workers": 12865,
      "direct_workers": 8632,
      "contract_workers": 4233,
      "contract_share_pct": 32.9,
      "direct_wage_rs": 155446,
      "contract_wage_rs": 141852,
      "wage_ratio": 0.913,
      "wage_gap_pct": 8.7
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 46,
      "est_factories": 144,
      "total_workers": 12587,
      "direct_workers": 6393,
      "contract_workers": 6194,
      "contract_share_pct": 49.2,
      "direct_wage_rs": 177885,
      "contract_wage_rs": 173447,
      "wage_ratio": 0.975,
      "wage_gap_pct": 2.5
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 27,
      "est_factories": 130,
      "total_workers": 12189,
      "direct_workers": 10008,
      "contract_workers": 2181,
      "contract_share_pct": 17.9,
      "direct_wage_rs": 260203,
      "contract_wage_rs": 203103,
      "wage_ratio": 0.781,
      "wage_gap_pct": 21.9
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 69,
      "est_factories": 140,
      "total_workers": 12047,
      "direct_workers": 7716,
      "contract_workers": 4331,
      "contract_share_pct": 36.0,
      "direct_wage_rs": 290204,
      "contract_wage_rs": 218442,
      "wage_ratio": 0.753,
      "wage_gap_pct": 24.7
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 58,
      "est_factories": 192,
      "total_workers": 12014,
      "direct_workers": 4776,
      "contract_workers": 7238,
      "contract_share_pct": 60.2,
      "direct_wage_rs": 189253,
      "contract_wage_rs": 175050,
      "wage_ratio": 0.925,
      "wage_gap_pct": 7.5
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 17,
      "est_factories": 29,
      "total_workers": 11705,
      "direct_workers": 9705,
      "contract_workers": 2000,
      "contract_share_pct": 17.1,
      "direct_wage_rs": 219228,
      "contract_wage_rs": 148921,
      "wage_ratio": 0.679,
      "wage_gap_pct": 32.1
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 99,
      "est_factories": 267,
      "total_workers": 11700,
      "direct_workers": 8035,
      "contract_workers": 3665,
      "contract_share_pct": 31.3,
      "direct_wage_rs": 206517,
      "contract_wage_rs": 177055,
      "wage_ratio": 0.857,
      "wage_gap_pct": 14.3
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 94,
      "est_factories": 786,
      "total_workers": 11607,
      "direct_workers": 9253,
      "contract_workers": 2354,
      "contract_share_pct": 20.3,
      "direct_wage_rs": 150103,
      "contract_wage_rs": 152002,
      "wage_ratio": 1.013,
      "wage_gap_pct": -1.3
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 43,
      "est_factories": 72,
      "total_workers": 11600,
      "direct_workers": 3909,
      "contract_workers": 7692,
      "contract_share_pct": 66.3,
      "direct_wage_rs": 263474,
      "contract_wage_rs": 221268,
      "wage_ratio": 0.84,
      "wage_gap_pct": 16.0
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 53,
      "est_factories": 88,
      "total_workers": 11584,
      "direct_workers": 5131,
      "contract_workers": 6453,
      "contract_share_pct": 55.7,
      "direct_wage_rs": 248058,
      "contract_wage_rs": 181031,
      "wage_ratio": 0.73,
      "wage_gap_pct": 27.0
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 81,
      "est_factories": 192,
      "total_workers": 11575,
      "direct_workers": 5033,
      "contract_workers": 6543,
      "contract_share_pct": 56.5,
      "direct_wage_rs": 183217,
      "contract_wage_rs": 179736,
      "wage_ratio": 0.981,
      "wage_gap_pct": 1.9
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 29,
      "est_factories": 47,
      "total_workers": 11444,
      "direct_workers": 5073,
      "contract_workers": 6371,
      "contract_share_pct": 55.7,
      "direct_wage_rs": 243064,
      "contract_wage_rs": 166327,
      "wage_ratio": 0.684,
      "wage_gap_pct": 31.6
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 67,
      "est_factories": 142,
      "total_workers": 11379,
      "direct_workers": 7529,
      "contract_workers": 3850,
      "contract_share_pct": 33.8,
      "direct_wage_rs": 232483,
      "contract_wage_rs": 172661,
      "wage_ratio": 0.743,
      "wage_gap_pct": 25.7
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 22,
      "est_factories": 28,
      "total_workers": 11257,
      "direct_workers": 3746,
      "contract_workers": 7511,
      "contract_share_pct": 66.7,
      "direct_wage_rs": 331949,
      "contract_wage_rs": 214920,
      "wage_ratio": 0.647,
      "wage_gap_pct": 35.3
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 57,
      "est_factories": 166,
      "total_workers": 10753,
      "direct_workers": 5764,
      "contract_workers": 4989,
      "contract_share_pct": 46.4,
      "direct_wage_rs": 269385,
      "contract_wage_rs": 191322,
      "wage_ratio": 0.71,
      "wage_gap_pct": 29.0
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 89,
      "est_factories": 207,
      "total_workers": 10708,
      "direct_workers": 4827,
      "contract_workers": 5881,
      "contract_share_pct": 54.9,
      "direct_wage_rs": 225097,
      "contract_wage_rs": 136773,
      "wage_ratio": 0.608,
      "wage_gap_pct": 39.2
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 79,
      "est_factories": 248,
      "total_workers": 10689,
      "direct_workers": 5470,
      "contract_workers": 5219,
      "contract_share_pct": 48.8,
      "direct_wage_rs": 175743,
      "contract_wage_rs": 211203,
      "wage_ratio": 1.202,
      "wage_gap_pct": -20.2
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 59,
      "est_factories": 88,
      "total_workers": 10648,
      "direct_workers": 3749,
      "contract_workers": 6900,
      "contract_share_pct": 64.8,
      "direct_wage_rs": 312581,
      "contract_wage_rs": 194559,
      "wage_ratio": 0.622,
      "wage_gap_pct": 37.8
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 18,
      "est_factories": 42,
      "total_workers": 10577,
      "direct_workers": 8140,
      "contract_workers": 2437,
      "contract_share_pct": 23.0,
      "direct_wage_rs": 153569,
      "contract_wage_rs": 149432,
      "wage_ratio": 0.973,
      "wage_gap_pct": 2.7
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 35,
      "est_factories": 81,
      "total_workers": 10541,
      "direct_workers": 7124,
      "contract_workers": 3417,
      "contract_share_pct": 32.4,
      "direct_wage_rs": 206456,
      "contract_wage_rs": 159198,
      "wage_ratio": 0.771,
      "wage_gap_pct": 22.9
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 49,
      "est_factories": 112,
      "total_workers": 10384,
      "direct_workers": 4238,
      "contract_workers": 6146,
      "contract_share_pct": 59.2,
      "direct_wage_rs": 208589,
      "contract_wage_rs": 200505,
      "wage_ratio": 0.961,
      "wage_gap_pct": 3.9
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 39,
      "est_factories": 50,
      "total_workers": 10270,
      "direct_workers": 5529,
      "contract_workers": 4741,
      "contract_share_pct": 46.2,
      "direct_wage_rs": 441449,
      "contract_wage_rs": 243508,
      "wage_ratio": 0.552,
      "wage_gap_pct": 44.8
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 71,
      "est_factories": 196,
      "total_workers": 10187,
      "direct_workers": 6915,
      "contract_workers": 3272,
      "contract_share_pct": 32.1,
      "direct_wage_rs": 179560,
      "contract_wage_rs": 169862,
      "wage_ratio": 0.946,
      "wage_gap_pct": 5.4
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 68,
      "est_factories": 168,
      "total_workers": 10177,
      "direct_workers": 3670,
      "contract_workers": 6507,
      "contract_share_pct": 63.9,
      "direct_wage_rs": 269566,
      "contract_wage_rs": 206362,
      "wage_ratio": 0.766,
      "wage_gap_pct": 23.4
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 76,
      "est_factories": 523,
      "total_workers": 10022,
      "direct_workers": 6595,
      "contract_workers": 3427,
      "contract_share_pct": 34.2,
      "direct_wage_rs": 187866,
      "contract_wage_rs": 158887,
      "wage_ratio": 0.846,
      "wage_gap_pct": 15.4
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 71,
      "est_factories": 138,
      "total_workers": 9880,
      "direct_workers": 5831,
      "contract_workers": 4049,
      "contract_share_pct": 41.0,
      "direct_wage_rs": 370968,
      "contract_wage_rs": 185987,
      "wage_ratio": 0.501,
      "wage_gap_pct": 49.9
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 40,
      "est_factories": 170,
      "total_workers": 9815,
      "direct_workers": 4974,
      "contract_workers": 4841,
      "contract_share_pct": 49.3,
      "direct_wage_rs": 224597,
      "contract_wage_rs": 224187,
      "wage_ratio": 0.998,
      "wage_gap_pct": 0.2
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 31,
      "est_factories": 52,
      "total_workers": 9668,
      "direct_workers": 5686,
      "contract_workers": 3982,
      "contract_share_pct": 41.2,
      "direct_wage_rs": 290696,
      "contract_wage_rs": 266234,
      "wage_ratio": 0.916,
      "wage_gap_pct": 8.4
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 34,
      "est_factories": 107,
      "total_workers": 9667,
      "direct_workers": 9359,
      "contract_workers": 308,
      "contract_share_pct": 3.2,
      "direct_wage_rs": 164194,
      "contract_wage_rs": 147198,
      "wage_ratio": 0.896,
      "wage_gap_pct": 10.4
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 36,
      "est_factories": 126,
      "total_workers": 9621,
      "direct_workers": 4212,
      "contract_workers": 5410,
      "contract_share_pct": 56.2,
      "direct_wage_rs": 219983,
      "contract_wage_rs": 167865,
      "wage_ratio": 0.763,
      "wage_gap_pct": 23.7
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 84,
      "est_factories": 238,
      "total_workers": 9471,
      "direct_workers": 8101,
      "contract_workers": 1370,
      "contract_share_pct": 14.5,
      "direct_wage_rs": 230899,
      "contract_wage_rs": 210319,
      "wage_ratio": 0.911,
      "wage_gap_pct": 8.9
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 38,
      "est_factories": 139,
      "total_workers": 9459,
      "direct_workers": 5188,
      "contract_workers": 4271,
      "contract_share_pct": 45.2,
      "direct_wage_rs": 214445,
      "contract_wage_rs": 172592,
      "wage_ratio": 0.805,
      "wage_gap_pct": 19.5
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 51,
      "est_factories": 321,
      "total_workers": 9338,
      "direct_workers": 5747,
      "contract_workers": 3590,
      "contract_share_pct": 38.4,
      "direct_wage_rs": 241615,
      "contract_wage_rs": 181851,
      "wage_ratio": 0.753,
      "wage_gap_pct": 24.7
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 37,
      "est_factories": 58,
      "total_workers": 9216,
      "direct_workers": 2670,
      "contract_workers": 6546,
      "contract_share_pct": 71.0,
      "direct_wage_rs": 324476,
      "contract_wage_rs": 234843,
      "wage_ratio": 0.724,
      "wage_gap_pct": 27.6
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 26,
      "est_factories": 155,
      "total_workers": 9160,
      "direct_workers": 9049,
      "contract_workers": 111,
      "contract_share_pct": 1.2,
      "direct_wage_rs": 186794,
      "contract_wage_rs": 156331,
      "wage_ratio": 0.837,
      "wage_gap_pct": 16.3
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 34,
      "est_factories": 44,
      "total_workers": 9110,
      "direct_workers": 1691,
      "contract_workers": 7419,
      "contract_share_pct": 81.4,
      "direct_wage_rs": 382080,
      "contract_wage_rs": 210911,
      "wage_ratio": 0.552,
      "wage_gap_pct": 44.8
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 89,
      "est_factories": 236,
      "total_workers": 9045,
      "direct_workers": 4734,
      "contract_workers": 4311,
      "contract_share_pct": 47.7,
      "direct_wage_rs": 215355,
      "contract_wage_rs": 159751,
      "wage_ratio": 0.742,
      "wage_gap_pct": 25.8
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 54,
      "est_factories": 113,
      "total_workers": 9022,
      "direct_workers": 2481,
      "contract_workers": 6541,
      "contract_share_pct": 72.5,
      "direct_wage_rs": 175267,
      "contract_wage_rs": 144460,
      "wage_ratio": 0.824,
      "wage_gap_pct": 17.6
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 62,
      "est_factories": 285,
      "total_workers": 8972,
      "direct_workers": 4770,
      "contract_workers": 4201,
      "contract_share_pct": 46.8,
      "direct_wage_rs": 121273,
      "contract_wage_rs": 82174,
      "wage_ratio": 0.678,
      "wage_gap_pct": 32.2
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 38,
      "est_factories": 66,
      "total_workers": 8960,
      "direct_workers": 8882,
      "contract_workers": 78,
      "contract_share_pct": 0.9,
      "direct_wage_rs": 146431,
      "contract_wage_rs": 163760,
      "wage_ratio": 1.118,
      "wage_gap_pct": -11.8
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 41,
      "est_factories": 89,
      "total_workers": 8743,
      "direct_workers": 3707,
      "contract_workers": 5036,
      "contract_share_pct": 57.6,
      "direct_wage_rs": 364987,
      "contract_wage_rs": 232610,
      "wage_ratio": 0.637,
      "wage_gap_pct": 36.3
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 45,
      "est_factories": 105,
      "total_workers": 8632,
      "direct_workers": 5284,
      "contract_workers": 3348,
      "contract_share_pct": 38.8,
      "direct_wage_rs": 174282,
      "contract_wage_rs": 174892,
      "wage_ratio": 1.004,
      "wage_gap_pct": -0.4
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 63,
      "est_factories": 87,
      "total_workers": 8584,
      "direct_workers": 7371,
      "contract_workers": 1214,
      "contract_share_pct": 14.1,
      "direct_wage_rs": 206475,
      "contract_wage_rs": 234420,
      "wage_ratio": 1.135,
      "wage_gap_pct": -13.5
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 30,
      "est_factories": 104,
      "total_workers": 8515,
      "direct_workers": 3233,
      "contract_workers": 5283,
      "contract_share_pct": 62.0,
      "direct_wage_rs": 388952,
      "contract_wage_rs": 179443,
      "wage_ratio": 0.461,
      "wage_gap_pct": 53.9
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 49,
      "est_factories": 141,
      "total_workers": 8512,
      "direct_workers": 4866,
      "contract_workers": 3646,
      "contract_share_pct": 42.8,
      "direct_wage_rs": 267608,
      "contract_wage_rs": 208650,
      "wage_ratio": 0.78,
      "wage_gap_pct": 22.0
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 18,
      "est_factories": 31,
      "total_workers": 8507,
      "direct_workers": 5976,
      "contract_workers": 2531,
      "contract_share_pct": 29.8,
      "direct_wage_rs": 170530,
      "contract_wage_rs": 161636,
      "wage_ratio": 0.948,
      "wage_gap_pct": 5.2
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 64,
      "est_factories": 108,
      "total_workers": 8469,
      "direct_workers": 2393,
      "contract_workers": 6076,
      "contract_share_pct": 71.7,
      "direct_wage_rs": 700650,
      "contract_wage_rs": 256068,
      "wage_ratio": 0.365,
      "wage_gap_pct": 63.5
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 35,
      "est_factories": 84,
      "total_workers": 8394,
      "direct_workers": 3571,
      "contract_workers": 4823,
      "contract_share_pct": 57.5,
      "direct_wage_rs": 184289,
      "contract_wage_rs": 187664,
      "wage_ratio": 1.018,
      "wage_gap_pct": -1.8
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 30,
      "est_factories": 108,
      "total_workers": 8226,
      "direct_workers": 3016,
      "contract_workers": 5210,
      "contract_share_pct": 63.3,
      "direct_wage_rs": 199729,
      "contract_wage_rs": 168167,
      "wage_ratio": 0.842,
      "wage_gap_pct": 15.8
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 30,
      "est_factories": 34,
      "total_workers": 7951,
      "direct_workers": 2855,
      "contract_workers": 5096,
      "contract_share_pct": 64.1,
      "direct_wage_rs": 184564,
      "contract_wage_rs": 156073,
      "wage_ratio": 0.846,
      "wage_gap_pct": 15.4
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 29,
      "est_factories": 70,
      "total_workers": 7950,
      "direct_workers": 4287,
      "contract_workers": 3664,
      "contract_share_pct": 46.1,
      "direct_wage_rs": 234783,
      "contract_wage_rs": 206005,
      "wage_ratio": 0.877,
      "wage_gap_pct": 12.3
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 36,
      "est_factories": 42,
      "total_workers": 7940,
      "direct_workers": 3412,
      "contract_workers": 4528,
      "contract_share_pct": 57.0,
      "direct_wage_rs": 186244,
      "contract_wage_rs": 139803,
      "wage_ratio": 0.751,
      "wage_gap_pct": 24.9
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 34,
      "est_factories": 102,
      "total_workers": 7930,
      "direct_workers": 4669,
      "contract_workers": 3261,
      "contract_share_pct": 41.1,
      "direct_wage_rs": 398595,
      "contract_wage_rs": 177321,
      "wage_ratio": 0.445,
      "wage_gap_pct": 55.5
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 49,
      "est_factories": 140,
      "total_workers": 7902,
      "direct_workers": 4505,
      "contract_workers": 3397,
      "contract_share_pct": 43.0,
      "direct_wage_rs": 143407,
      "contract_wage_rs": 174662,
      "wage_ratio": 1.218,
      "wage_gap_pct": -21.8
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 93,
      "est_factories": 298,
      "total_workers": 7819,
      "direct_workers": 5428,
      "contract_workers": 2391,
      "contract_share_pct": 30.6,
      "direct_wage_rs": 179000,
      "contract_wage_rs": 152674,
      "wage_ratio": 0.853,
      "wage_gap_pct": 14.7
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 73,
      "est_factories": 236,
      "total_workers": 7761,
      "direct_workers": 5907,
      "contract_workers": 1854,
      "contract_share_pct": 23.9,
      "direct_wage_rs": 152590,
      "contract_wage_rs": 141199,
      "wage_ratio": 0.925,
      "wage_gap_pct": 7.5
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 23,
      "est_factories": 68,
      "total_workers": 7729,
      "direct_workers": 1676,
      "contract_workers": 6053,
      "contract_share_pct": 78.3,
      "direct_wage_rs": 1518293,
      "contract_wage_rs": 337772,
      "wage_ratio": 0.222,
      "wage_gap_pct": 77.8
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 59,
      "est_factories": 118,
      "total_workers": 7705,
      "direct_workers": 4737,
      "contract_workers": 2968,
      "contract_share_pct": 38.5,
      "direct_wage_rs": 290932,
      "contract_wage_rs": 160185,
      "wage_ratio": 0.551,
      "wage_gap_pct": 44.9
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 4,
      "est_factories": 5,
      "total_workers": 7649,
      "direct_workers": 7649,
      "contract_workers": 0,
      "contract_share_pct": 0.0,
      "direct_wage_rs": 109943,
      "contract_wage_rs": 0,
      "wage_ratio": 0.0,
      "wage_gap_pct": 100.0
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 33,
      "est_factories": 102,
      "total_workers": 7540,
      "direct_workers": 4819,
      "contract_workers": 2721,
      "contract_share_pct": 36.1,
      "direct_wage_rs": 188019,
      "contract_wage_rs": 188582,
      "wage_ratio": 1.003,
      "wage_gap_pct": -0.3
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 19,
      "est_factories": 23,
      "total_workers": 7499,
      "direct_workers": 5015,
      "contract_workers": 2484,
      "contract_share_pct": 33.1,
      "direct_wage_rs": 235206,
      "contract_wage_rs": 72246,
      "wage_ratio": 0.307,
      "wage_gap_pct": 69.3
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 34,
      "est_factories": 138,
      "total_workers": 7495,
      "direct_workers": 6633,
      "contract_workers": 862,
      "contract_share_pct": 11.5,
      "direct_wage_rs": 193244,
      "contract_wage_rs": 149641,
      "wage_ratio": 0.774,
      "wage_gap_pct": 22.6
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 80,
      "est_factories": 132,
      "total_workers": 7441,
      "direct_workers": 5662,
      "contract_workers": 1780,
      "contract_share_pct": 23.9,
      "direct_wage_rs": 176194,
      "contract_wage_rs": 148450,
      "wage_ratio": 0.843,
      "wage_gap_pct": 15.7
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 37,
      "est_factories": 255,
      "total_workers": 7383,
      "direct_workers": 2432,
      "contract_workers": 4951,
      "contract_share_pct": 67.1,
      "direct_wage_rs": 80836,
      "contract_wage_rs": 45880,
      "wage_ratio": 0.568,
      "wage_gap_pct": 43.2
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 39,
      "est_factories": 53,
      "total_workers": 7383,
      "direct_workers": 1850,
      "contract_workers": 5533,
      "contract_share_pct": 74.9,
      "direct_wage_rs": 407042,
      "contract_wage_rs": 251190,
      "wage_ratio": 0.617,
      "wage_gap_pct": 38.3
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 33,
      "est_factories": 128,
      "total_workers": 7326,
      "direct_workers": 3725,
      "contract_workers": 3600,
      "contract_share_pct": 49.1,
      "direct_wage_rs": 213117,
      "contract_wage_rs": 190928,
      "wage_ratio": 0.896,
      "wage_gap_pct": 10.4
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 16,
      "est_factories": 30,
      "total_workers": 7275,
      "direct_workers": 5671,
      "contract_workers": 1604,
      "contract_share_pct": 22.0,
      "direct_wage_rs": 155277,
      "contract_wage_rs": 172076,
      "wage_ratio": 1.108,
      "wage_gap_pct": -10.8
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 50,
      "est_factories": 118,
      "total_workers": 7235,
      "direct_workers": 4737,
      "contract_workers": 2499,
      "contract_share_pct": 34.5,
      "direct_wage_rs": 130258,
      "contract_wage_rs": 104482,
      "wage_ratio": 0.802,
      "wage_gap_pct": 19.8
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 58,
      "est_factories": 265,
      "total_workers": 7226,
      "direct_workers": 5207,
      "contract_workers": 2018,
      "contract_share_pct": 27.9,
      "direct_wage_rs": 259275,
      "contract_wage_rs": 199662,
      "wage_ratio": 0.77,
      "wage_gap_pct": 23.0
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 47,
      "est_factories": 192,
      "total_workers": 7181,
      "direct_workers": 3900,
      "contract_workers": 3280,
      "contract_share_pct": 45.7,
      "direct_wage_rs": 226309,
      "contract_wage_rs": 124588,
      "wage_ratio": 0.551,
      "wage_gap_pct": 44.9
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 45,
      "est_factories": 178,
      "total_workers": 7132,
      "direct_workers": 2541,
      "contract_workers": 4591,
      "contract_share_pct": 64.4,
      "direct_wage_rs": 149199,
      "contract_wage_rs": 126816,
      "wage_ratio": 0.85,
      "wage_gap_pct": 15.0
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 41,
      "est_factories": 180,
      "total_workers": 7128,
      "direct_workers": 6753,
      "contract_workers": 374,
      "contract_share_pct": 5.2,
      "direct_wage_rs": 202112,
      "contract_wage_rs": 264383,
      "wage_ratio": 1.308,
      "wage_gap_pct": -30.8
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 50,
      "est_factories": 168,
      "total_workers": 7061,
      "direct_workers": 4360,
      "contract_workers": 2701,
      "contract_share_pct": 38.3,
      "direct_wage_rs": 213830,
      "contract_wage_rs": 200091,
      "wage_ratio": 0.936,
      "wage_gap_pct": 6.4
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 57,
      "est_factories": 176,
      "total_workers": 7046,
      "direct_workers": 3470,
      "contract_workers": 3576,
      "contract_share_pct": 50.8,
      "direct_wage_rs": 209363,
      "contract_wage_rs": 222434,
      "wage_ratio": 1.062,
      "wage_gap_pct": -6.2
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 56,
      "est_factories": 283,
      "total_workers": 7039,
      "direct_workers": 4591,
      "contract_workers": 2448,
      "contract_share_pct": 34.8,
      "direct_wage_rs": 147377,
      "contract_wage_rs": 137164,
      "wage_ratio": 0.931,
      "wage_gap_pct": 6.9
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 57,
      "est_factories": 122,
      "total_workers": 7000,
      "direct_workers": 5844,
      "contract_workers": 1156,
      "contract_share_pct": 16.5,
      "direct_wage_rs": 284776,
      "contract_wage_rs": 252847,
      "wage_ratio": 0.888,
      "wage_gap_pct": 11.2
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 52,
      "est_factories": 224,
      "total_workers": 6953,
      "direct_workers": 3961,
      "contract_workers": 2992,
      "contract_share_pct": 43.0,
      "direct_wage_rs": 236427,
      "contract_wage_rs": 225700,
      "wage_ratio": 0.955,
      "wage_gap_pct": 4.5
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 25,
      "est_factories": 88,
      "total_workers": 6925,
      "direct_workers": 4973,
      "contract_workers": 1952,
      "contract_share_pct": 28.2,
      "direct_wage_rs": 211589,
      "contract_wage_rs": 189092,
      "wage_ratio": 0.894,
      "wage_gap_pct": 10.6
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 78,
      "est_factories": 124,
      "total_workers": 6888,
      "direct_workers": 1971,
      "contract_workers": 4917,
      "contract_share_pct": 71.4,
      "direct_wage_rs": 870067,
      "contract_wage_rs": 177196,
      "wage_ratio": 0.204,
      "wage_gap_pct": 79.6
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 38,
      "est_factories": 157,
      "total_workers": 6858,
      "direct_workers": 4523,
      "contract_workers": 2334,
      "contract_share_pct": 34.0,
      "direct_wage_rs": 300382,
      "contract_wage_rs": 193096,
      "wage_ratio": 0.643,
      "wage_gap_pct": 35.7
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 18,
      "est_factories": 21,
      "total_workers": 6837,
      "direct_workers": 3795,
      "contract_workers": 3042,
      "contract_share_pct": 44.5,
      "direct_wage_rs": 354992,
      "contract_wage_rs": 301561,
      "wage_ratio": 0.849,
      "wage_gap_pct": 15.1
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 42,
      "est_factories": 55,
      "total_workers": 6731,
      "direct_workers": 3233,
      "contract_workers": 3498,
      "contract_share_pct": 52.0,
      "direct_wage_rs": 369502,
      "contract_wage_rs": 139837,
      "wage_ratio": 0.378,
      "wage_gap_pct": 62.2
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 22,
      "est_factories": 36,
      "total_workers": 6693,
      "direct_workers": 2185,
      "contract_workers": 4508,
      "contract_share_pct": 67.4,
      "direct_wage_rs": 397611,
      "contract_wage_rs": 233020,
      "wage_ratio": 0.586,
      "wage_gap_pct": 41.4
    },
    {
      "state_code": "17",
      "state_name": "Meghalaya",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 52,
      "est_factories": 52,
      "total_workers": 6660,
      "direct_workers": 1846,
      "contract_workers": 4814,
      "contract_share_pct": 72.3,
      "direct_wage_rs": 273143,
      "contract_wage_rs": 204038,
      "wage_ratio": 0.747,
      "wage_gap_pct": 25.3
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 18,
      "est_factories": 29,
      "total_workers": 6650,
      "direct_workers": 1346,
      "contract_workers": 5304,
      "contract_share_pct": 79.8,
      "direct_wage_rs": 228004,
      "contract_wage_rs": 187052,
      "wage_ratio": 0.82,
      "wage_gap_pct": 18.0
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 60,
      "est_factories": 86,
      "total_workers": 6434,
      "direct_workers": 1775,
      "contract_workers": 4659,
      "contract_share_pct": 72.4,
      "direct_wage_rs": 305484,
      "contract_wage_rs": 210842,
      "wage_ratio": 0.69,
      "wage_gap_pct": 31.0
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 36,
      "est_factories": 131,
      "total_workers": 6338,
      "direct_workers": 3001,
      "contract_workers": 3337,
      "contract_share_pct": 52.6,
      "direct_wage_rs": 168682,
      "contract_wage_rs": 122068,
      "wage_ratio": 0.724,
      "wage_gap_pct": 27.6
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 25,
      "est_factories": 34,
      "total_workers": 6309,
      "direct_workers": 3225,
      "contract_workers": 3084,
      "contract_share_pct": 48.9,
      "direct_wage_rs": 230081,
      "contract_wage_rs": 170853,
      "wage_ratio": 0.743,
      "wage_gap_pct": 25.7
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 48,
      "est_factories": 77,
      "total_workers": 6288,
      "direct_workers": 5965,
      "contract_workers": 323,
      "contract_share_pct": 5.1,
      "direct_wage_rs": 234222,
      "contract_wage_rs": 326210,
      "wage_ratio": 1.393,
      "wage_gap_pct": -39.3
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 55,
      "est_factories": 150,
      "total_workers": 6282,
      "direct_workers": 3666,
      "contract_workers": 2616,
      "contract_share_pct": 41.6,
      "direct_wage_rs": 150258,
      "contract_wage_rs": 167581,
      "wage_ratio": 1.115,
      "wage_gap_pct": -11.5
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 21,
      "est_factories": 30,
      "total_workers": 6159,
      "direct_workers": 2138,
      "contract_workers": 4021,
      "contract_share_pct": 65.3,
      "direct_wage_rs": 177562,
      "contract_wage_rs": 140510,
      "wage_ratio": 0.791,
      "wage_gap_pct": 20.9
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 35,
      "est_factories": 83,
      "total_workers": 6087,
      "direct_workers": 4288,
      "contract_workers": 1799,
      "contract_share_pct": 29.6,
      "direct_wage_rs": 201779,
      "contract_wage_rs": 188461,
      "wage_ratio": 0.934,
      "wage_gap_pct": 6.6
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 55,
      "est_factories": 115,
      "total_workers": 6038,
      "direct_workers": 2495,
      "contract_workers": 3543,
      "contract_share_pct": 58.7,
      "direct_wage_rs": 286599,
      "contract_wage_rs": 221190,
      "wage_ratio": 0.772,
      "wage_gap_pct": 22.8
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 20,
      "est_factories": 29,
      "total_workers": 5989,
      "direct_workers": 1698,
      "contract_workers": 4291,
      "contract_share_pct": 71.6,
      "direct_wage_rs": 341854,
      "contract_wage_rs": 226259,
      "wage_ratio": 0.662,
      "wage_gap_pct": 33.8
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 51,
      "est_factories": 157,
      "total_workers": 5966,
      "direct_workers": 4342,
      "contract_workers": 1624,
      "contract_share_pct": 27.2,
      "direct_wage_rs": 282916,
      "contract_wage_rs": 224954,
      "wage_ratio": 0.795,
      "wage_gap_pct": 20.5
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 81,
      "est_factories": 184,
      "total_workers": 5951,
      "direct_workers": 4318,
      "contract_workers": 1634,
      "contract_share_pct": 27.4,
      "direct_wage_rs": 171851,
      "contract_wage_rs": 180367,
      "wage_ratio": 1.05,
      "wage_gap_pct": -5.0
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 37,
      "est_factories": 95,
      "total_workers": 5934,
      "direct_workers": 3365,
      "contract_workers": 2569,
      "contract_share_pct": 43.3,
      "direct_wage_rs": 334294,
      "contract_wage_rs": 169274,
      "wage_ratio": 0.506,
      "wage_gap_pct": 49.4
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 38,
      "est_factories": 61,
      "total_workers": 5717,
      "direct_workers": 2319,
      "contract_workers": 3399,
      "contract_share_pct": 59.4,
      "direct_wage_rs": 255998,
      "contract_wage_rs": 159488,
      "wage_ratio": 0.623,
      "wage_gap_pct": 37.7
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 33,
      "est_factories": 182,
      "total_workers": 5586,
      "direct_workers": 4415,
      "contract_workers": 1171,
      "contract_share_pct": 21.0,
      "direct_wage_rs": 273768,
      "contract_wage_rs": 203239,
      "wage_ratio": 0.742,
      "wage_gap_pct": 25.8
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 34,
      "est_factories": 52,
      "total_workers": 5485,
      "direct_workers": 1384,
      "contract_workers": 4101,
      "contract_share_pct": 74.8,
      "direct_wage_rs": 571196,
      "contract_wage_rs": 347729,
      "wage_ratio": 0.609,
      "wage_gap_pct": 39.1
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 53,
      "est_factories": 97,
      "total_workers": 5363,
      "direct_workers": 2926,
      "contract_workers": 2437,
      "contract_share_pct": 45.4,
      "direct_wage_rs": 573716,
      "contract_wage_rs": 328692,
      "wage_ratio": 0.573,
      "wage_gap_pct": 42.7
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 16,
      "est_factories": 25,
      "total_workers": 5359,
      "direct_workers": 1026,
      "contract_workers": 4333,
      "contract_share_pct": 80.9,
      "direct_wage_rs": 1388542,
      "contract_wage_rs": 318146,
      "wage_ratio": 0.229,
      "wage_gap_pct": 77.1
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 20,
      "est_factories": 62,
      "total_workers": 5309,
      "direct_workers": 2907,
      "contract_workers": 2403,
      "contract_share_pct": 45.3,
      "direct_wage_rs": 176668,
      "contract_wage_rs": 197958,
      "wage_ratio": 1.121,
      "wage_gap_pct": -12.1
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 23,
      "est_factories": 36,
      "total_workers": 5268,
      "direct_workers": 4527,
      "contract_workers": 741,
      "contract_share_pct": 14.1,
      "direct_wage_rs": 158002,
      "contract_wage_rs": 265692,
      "wage_ratio": 1.682,
      "wage_gap_pct": -68.2
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 34,
      "est_factories": 60,
      "total_workers": 5211,
      "direct_workers": 2146,
      "contract_workers": 3065,
      "contract_share_pct": 58.8,
      "direct_wage_rs": 422402,
      "contract_wage_rs": 228498,
      "wage_ratio": 0.541,
      "wage_gap_pct": 45.9
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 42,
      "est_factories": 84,
      "total_workers": 5179,
      "direct_workers": 916,
      "contract_workers": 4263,
      "contract_share_pct": 82.3,
      "direct_wage_rs": 1292939,
      "contract_wage_rs": 341261,
      "wage_ratio": 0.264,
      "wage_gap_pct": 73.6
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 38,
      "est_factories": 116,
      "total_workers": 5122,
      "direct_workers": 2488,
      "contract_workers": 2634,
      "contract_share_pct": 51.4,
      "direct_wage_rs": 213265,
      "contract_wage_rs": 192365,
      "wage_ratio": 0.902,
      "wage_gap_pct": 9.8
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 14,
      "est_factories": 55,
      "total_workers": 5117,
      "direct_workers": 3067,
      "contract_workers": 2050,
      "contract_share_pct": 40.1,
      "direct_wage_rs": 226141,
      "contract_wage_rs": 180536,
      "wage_ratio": 0.798,
      "wage_gap_pct": 20.2
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 33,
      "est_factories": 90,
      "total_workers": 5011,
      "direct_workers": 3854,
      "contract_workers": 1157,
      "contract_share_pct": 23.1,
      "direct_wage_rs": 179941,
      "contract_wage_rs": 226345,
      "wage_ratio": 1.258,
      "wage_gap_pct": -25.8
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 17,
      "est_factories": 67,
      "total_workers": 4964,
      "direct_workers": 4547,
      "contract_workers": 417,
      "contract_share_pct": 8.4,
      "direct_wage_rs": 125977,
      "contract_wage_rs": 188429,
      "wage_ratio": 1.496,
      "wage_gap_pct": -49.6
    },
    {
      "state_code": "27",
      "state_name": "Maharashtra",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 39,
      "est_factories": 83,
      "total_workers": 4950,
      "direct_workers": 3856,
      "contract_workers": 1095,
      "contract_share_pct": 22.1,
      "direct_wage_rs": 622195,
      "contract_wage_rs": 359385,
      "wage_ratio": 0.578,
      "wage_gap_pct": 42.2
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 21,
      "est_factories": 50,
      "total_workers": 4940,
      "direct_workers": 2885,
      "contract_workers": 2055,
      "contract_share_pct": 41.6,
      "direct_wage_rs": 307066,
      "contract_wage_rs": 157845,
      "wage_ratio": 0.514,
      "wage_gap_pct": 48.6
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 20,
      "est_factories": 51,
      "total_workers": 4880,
      "direct_workers": 1707,
      "contract_workers": 3173,
      "contract_share_pct": 65.0,
      "direct_wage_rs": 546809,
      "contract_wage_rs": 219042,
      "wage_ratio": 0.401,
      "wage_gap_pct": 59.9
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 30,
      "est_factories": 56,
      "total_workers": 4879,
      "direct_workers": 1328,
      "contract_workers": 3551,
      "contract_share_pct": 72.8,
      "direct_wage_rs": 158518,
      "contract_wage_rs": 208705,
      "wage_ratio": 1.317,
      "wage_gap_pct": -31.7
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 56,
      "est_factories": 190,
      "total_workers": 4821,
      "direct_workers": 4137,
      "contract_workers": 684,
      "contract_share_pct": 14.2,
      "direct_wage_rs": 184668,
      "contract_wage_rs": 162332,
      "wage_ratio": 0.879,
      "wage_gap_pct": 12.1
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 52,
      "est_factories": 70,
      "total_workers": 4794,
      "direct_workers": 544,
      "contract_workers": 4250,
      "contract_share_pct": 88.7,
      "direct_wage_rs": 291227,
      "contract_wage_rs": 234180,
      "wage_ratio": 0.804,
      "wage_gap_pct": 19.6
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 33,
      "est_factories": 102,
      "total_workers": 4632,
      "direct_workers": 3991,
      "contract_workers": 641,
      "contract_share_pct": 13.8,
      "direct_wage_rs": 390726,
      "contract_wage_rs": 208174,
      "wage_ratio": 0.533,
      "wage_gap_pct": 46.7
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 47,
      "est_factories": 102,
      "total_workers": 4591,
      "direct_workers": 2656,
      "contract_workers": 1936,
      "contract_share_pct": 42.2,
      "direct_wage_rs": 165325,
      "contract_wage_rs": 170180,
      "wage_ratio": 1.029,
      "wage_gap_pct": -2.9
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 18,
      "est_factories": 61,
      "total_workers": 4587,
      "direct_workers": 1962,
      "contract_workers": 2625,
      "contract_share_pct": 57.2,
      "direct_wage_rs": 256206,
      "contract_wage_rs": 158553,
      "wage_ratio": 0.619,
      "wage_gap_pct": 38.1
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 11,
      "est_factories": 13,
      "total_workers": 4548,
      "direct_workers": 1971,
      "contract_workers": 2577,
      "contract_share_pct": 56.7,
      "direct_wage_rs": 408767,
      "contract_wage_rs": 198479,
      "wage_ratio": 0.486,
      "wage_gap_pct": 51.4
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 78,
      "est_factories": 145,
      "total_workers": 4435,
      "direct_workers": 2864,
      "contract_workers": 1572,
      "contract_share_pct": 35.4,
      "direct_wage_rs": 160832,
      "contract_wage_rs": 135882,
      "wage_ratio": 0.845,
      "wage_gap_pct": 15.5
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 60,
      "est_factories": 203,
      "total_workers": 4429,
      "direct_workers": 3871,
      "contract_workers": 557,
      "contract_share_pct": 12.6,
      "direct_wage_rs": 232193,
      "contract_wage_rs": 166269,
      "wage_ratio": 0.716,
      "wage_gap_pct": 28.4
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 35,
      "est_factories": 65,
      "total_workers": 4428,
      "direct_workers": 3135,
      "contract_workers": 1294,
      "contract_share_pct": 29.2,
      "direct_wage_rs": 250602,
      "contract_wage_rs": 187897,
      "wage_ratio": 0.75,
      "wage_gap_pct": 25.0
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 26,
      "est_factories": 62,
      "total_workers": 4350,
      "direct_workers": 2429,
      "contract_workers": 1921,
      "contract_share_pct": 44.2,
      "direct_wage_rs": 320897,
      "contract_wage_rs": 233055,
      "wage_ratio": 0.726,
      "wage_gap_pct": 27.4
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 49,
      "est_factories": 121,
      "total_workers": 4339,
      "direct_workers": 2314,
      "contract_workers": 2025,
      "contract_share_pct": 46.7,
      "direct_wage_rs": 154912,
      "contract_wage_rs": 152614,
      "wage_ratio": 0.985,
      "wage_gap_pct": 1.5
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 47,
      "est_factories": 108,
      "total_workers": 4265,
      "direct_workers": 3102,
      "contract_workers": 1163,
      "contract_share_pct": 27.3,
      "direct_wage_rs": 323782,
      "contract_wage_rs": 267267,
      "wage_ratio": 0.825,
      "wage_gap_pct": 17.5
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 26,
      "est_factories": 70,
      "total_workers": 4260,
      "direct_workers": 1765,
      "contract_workers": 2495,
      "contract_share_pct": 58.6,
      "direct_wage_rs": 138625,
      "contract_wage_rs": 151408,
      "wage_ratio": 1.092,
      "wage_gap_pct": -9.2
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 34,
      "est_factories": 88,
      "total_workers": 4159,
      "direct_workers": 3311,
      "contract_workers": 848,
      "contract_share_pct": 20.4,
      "direct_wage_rs": 200328,
      "contract_wage_rs": 144471,
      "wage_ratio": 0.721,
      "wage_gap_pct": 27.9
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 42,
      "est_factories": 176,
      "total_workers": 4145,
      "direct_workers": 2721,
      "contract_workers": 1424,
      "contract_share_pct": 34.4,
      "direct_wage_rs": 199616,
      "contract_wage_rs": 192231,
      "wage_ratio": 0.963,
      "wage_gap_pct": 3.7
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 36,
      "est_factories": 155,
      "total_workers": 4132,
      "direct_workers": 3687,
      "contract_workers": 445,
      "contract_share_pct": 10.8,
      "direct_wage_rs": 204007,
      "contract_wage_rs": 159598,
      "wage_ratio": 0.782,
      "wage_gap_pct": 21.8
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 21,
      "est_factories": 33,
      "total_workers": 4130,
      "direct_workers": 2529,
      "contract_workers": 1601,
      "contract_share_pct": 38.8,
      "direct_wage_rs": 231461,
      "contract_wage_rs": 148263,
      "wage_ratio": 0.641,
      "wage_gap_pct": 35.9
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 27,
      "est_factories": 84,
      "total_workers": 4125,
      "direct_workers": 2240,
      "contract_workers": 1885,
      "contract_share_pct": 45.7,
      "direct_wage_rs": 273707,
      "contract_wage_rs": 227960,
      "wage_ratio": 0.833,
      "wage_gap_pct": 16.7
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 11,
      "est_factories": 15,
      "total_workers": 4115,
      "direct_workers": 3962,
      "contract_workers": 154,
      "contract_share_pct": 3.7,
      "direct_wage_rs": 98543,
      "contract_wage_rs": 84057,
      "wage_ratio": 0.853,
      "wage_gap_pct": 14.7
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 31,
      "est_factories": 80,
      "total_workers": 4024,
      "direct_workers": 2492,
      "contract_workers": 1533,
      "contract_share_pct": 38.1,
      "direct_wage_rs": 282137,
      "contract_wage_rs": 213303,
      "wage_ratio": 0.756,
      "wage_gap_pct": 24.4
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 13,
      "est_factories": 18,
      "total_workers": 3995,
      "direct_workers": 1522,
      "contract_workers": 2473,
      "contract_share_pct": 61.9,
      "direct_wage_rs": 327972,
      "contract_wage_rs": 188514,
      "wage_ratio": 0.575,
      "wage_gap_pct": 42.5
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 22,
      "est_factories": 54,
      "total_workers": 3985,
      "direct_workers": 3069,
      "contract_workers": 916,
      "contract_share_pct": 23.0,
      "direct_wage_rs": 219633,
      "contract_wage_rs": 189047,
      "wage_ratio": 0.861,
      "wage_gap_pct": 13.9
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 37,
      "est_factories": 84,
      "total_workers": 3981,
      "direct_workers": 2020,
      "contract_workers": 1960,
      "contract_share_pct": 49.2,
      "direct_wage_rs": 226469,
      "contract_wage_rs": 221539,
      "wage_ratio": 0.978,
      "wage_gap_pct": 2.2
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 48,
      "est_factories": 158,
      "total_workers": 3932,
      "direct_workers": 3653,
      "contract_workers": 279,
      "contract_share_pct": 7.1,
      "direct_wage_rs": 200494,
      "contract_wage_rs": 203073,
      "wage_ratio": 1.013,
      "wage_gap_pct": -1.3
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 31,
      "est_factories": 46,
      "total_workers": 3910,
      "direct_workers": 1962,
      "contract_workers": 1948,
      "contract_share_pct": 49.8,
      "direct_wage_rs": 225993,
      "contract_wage_rs": 194297,
      "wage_ratio": 0.86,
      "wage_gap_pct": 14.0
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 21,
      "est_factories": 38,
      "total_workers": 3882,
      "direct_workers": 3152,
      "contract_workers": 730,
      "contract_share_pct": 18.8,
      "direct_wage_rs": 256490,
      "contract_wage_rs": 259194,
      "wage_ratio": 1.011,
      "wage_gap_pct": -1.1
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 34,
      "est_factories": 63,
      "total_workers": 3875,
      "direct_workers": 1826,
      "contract_workers": 2050,
      "contract_share_pct": 52.9,
      "direct_wage_rs": 206809,
      "contract_wage_rs": 224722,
      "wage_ratio": 1.087,
      "wage_gap_pct": -8.7
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 64,
      "est_factories": 103,
      "total_workers": 3817,
      "direct_workers": 2714,
      "contract_workers": 1103,
      "contract_share_pct": 28.9,
      "direct_wage_rs": 323456,
      "contract_wage_rs": 223536,
      "wage_ratio": 0.691,
      "wage_gap_pct": 30.9
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 34,
      "est_factories": 92,
      "total_workers": 3811,
      "direct_workers": 2159,
      "contract_workers": 1652,
      "contract_share_pct": 43.3,
      "direct_wage_rs": 167148,
      "contract_wage_rs": 192667,
      "wage_ratio": 1.153,
      "wage_gap_pct": -15.3
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 16,
      "est_factories": 20,
      "total_workers": 3762,
      "direct_workers": 2914,
      "contract_workers": 848,
      "contract_share_pct": 22.5,
      "direct_wage_rs": 157686,
      "contract_wage_rs": 162330,
      "wage_ratio": 1.029,
      "wage_gap_pct": -2.9
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 27,
      "est_factories": 48,
      "total_workers": 3700,
      "direct_workers": 1971,
      "contract_workers": 1729,
      "contract_share_pct": 46.7,
      "direct_wage_rs": 466323,
      "contract_wage_rs": 163779,
      "wage_ratio": 0.351,
      "wage_gap_pct": 64.9
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 31,
      "est_factories": 40,
      "total_workers": 3692,
      "direct_workers": 1965,
      "contract_workers": 1727,
      "contract_share_pct": 46.8,
      "direct_wage_rs": 148754,
      "contract_wage_rs": 212319,
      "wage_ratio": 1.427,
      "wage_gap_pct": -42.7
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 36,
      "est_factories": 138,
      "total_workers": 3569,
      "direct_workers": 2923,
      "contract_workers": 646,
      "contract_share_pct": 18.1,
      "direct_wage_rs": 190445,
      "contract_wage_rs": 295731,
      "wage_ratio": 1.553,
      "wage_gap_pct": -55.3
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 40,
      "est_factories": 59,
      "total_workers": 3552,
      "direct_workers": 1433,
      "contract_workers": 2119,
      "contract_share_pct": 59.7,
      "direct_wage_rs": 523954,
      "contract_wage_rs": 207699,
      "wage_ratio": 0.396,
      "wage_gap_pct": 60.4
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 31,
      "est_factories": 93,
      "total_workers": 3512,
      "direct_workers": 2913,
      "contract_workers": 599,
      "contract_share_pct": 17.1,
      "direct_wage_rs": 244233,
      "contract_wage_rs": 278000,
      "wage_ratio": 1.138,
      "wage_gap_pct": -13.8
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 35,
      "est_factories": 77,
      "total_workers": 3450,
      "direct_workers": 1650,
      "contract_workers": 1800,
      "contract_share_pct": 52.2,
      "direct_wage_rs": 201862,
      "contract_wage_rs": 190728,
      "wage_ratio": 0.945,
      "wage_gap_pct": 5.5
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 42,
      "est_factories": 120,
      "total_workers": 3393,
      "direct_workers": 2256,
      "contract_workers": 1137,
      "contract_share_pct": 33.5,
      "direct_wage_rs": 239533,
      "contract_wage_rs": 166589,
      "wage_ratio": 0.695,
      "wage_gap_pct": 30.5
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 34,
      "est_factories": 44,
      "total_workers": 3383,
      "direct_workers": 2003,
      "contract_workers": 1380,
      "contract_share_pct": 40.8,
      "direct_wage_rs": 165842,
      "contract_wage_rs": 139094,
      "wage_ratio": 0.839,
      "wage_gap_pct": 16.1
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 66,
      "est_factories": 109,
      "total_workers": 3359,
      "direct_workers": 2675,
      "contract_workers": 684,
      "contract_share_pct": 20.4,
      "direct_wage_rs": 220210,
      "contract_wage_rs": 213171,
      "wage_ratio": 0.968,
      "wage_gap_pct": 3.2
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 38,
      "est_factories": 144,
      "total_workers": 3302,
      "direct_workers": 2569,
      "contract_workers": 733,
      "contract_share_pct": 22.2,
      "direct_wage_rs": 142168,
      "contract_wage_rs": 140114,
      "wage_ratio": 0.986,
      "wage_gap_pct": 1.4
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 23,
      "est_factories": 28,
      "total_workers": 3292,
      "direct_workers": 2318,
      "contract_workers": 974,
      "contract_share_pct": 29.6,
      "direct_wage_rs": 206820,
      "contract_wage_rs": 164787,
      "wage_ratio": 0.797,
      "wage_gap_pct": 20.3
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 39,
      "est_factories": 48,
      "total_workers": 3284,
      "direct_workers": 587,
      "contract_workers": 2697,
      "contract_share_pct": 82.1,
      "direct_wage_rs": 171383,
      "contract_wage_rs": 165045,
      "wage_ratio": 0.963,
      "wage_gap_pct": 3.7
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 16,
      "est_factories": 22,
      "total_workers": 3278,
      "direct_workers": 1698,
      "contract_workers": 1580,
      "contract_share_pct": 48.2,
      "direct_wage_rs": 269452,
      "contract_wage_rs": 228921,
      "wage_ratio": 0.85,
      "wage_gap_pct": 15.0
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 42,
      "est_factories": 150,
      "total_workers": 3278,
      "direct_workers": 2752,
      "contract_workers": 527,
      "contract_share_pct": 16.1,
      "direct_wage_rs": 226036,
      "contract_wage_rs": 197813,
      "wage_ratio": 0.875,
      "wage_gap_pct": 12.5
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 37,
      "est_factories": 187,
      "total_workers": 3209,
      "direct_workers": 3002,
      "contract_workers": 207,
      "contract_share_pct": 6.5,
      "direct_wage_rs": 222804,
      "contract_wage_rs": 384439,
      "wage_ratio": 1.725,
      "wage_gap_pct": -72.5
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 24,
      "est_factories": 30,
      "total_workers": 3151,
      "direct_workers": 1530,
      "contract_workers": 1621,
      "contract_share_pct": 51.4,
      "direct_wage_rs": 112856,
      "contract_wage_rs": 190879,
      "wage_ratio": 1.691,
      "wage_gap_pct": -69.1
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 30,
      "est_factories": 53,
      "total_workers": 3151,
      "direct_workers": 1808,
      "contract_workers": 1343,
      "contract_share_pct": 42.6,
      "direct_wage_rs": 248079,
      "contract_wage_rs": 175506,
      "wage_ratio": 0.707,
      "wage_gap_pct": 29.3
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 17,
      "est_factories": 17,
      "total_workers": 3114,
      "direct_workers": 847,
      "contract_workers": 2267,
      "contract_share_pct": 72.8,
      "direct_wage_rs": 150897,
      "contract_wage_rs": 145886,
      "wage_ratio": 0.967,
      "wage_gap_pct": 3.3
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 26,
      "est_factories": 104,
      "total_workers": 3076,
      "direct_workers": 1556,
      "contract_workers": 1520,
      "contract_share_pct": 49.4,
      "direct_wage_rs": 165090,
      "contract_wage_rs": 158811,
      "wage_ratio": 0.962,
      "wage_gap_pct": 3.8
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 24,
      "est_factories": 122,
      "total_workers": 3074,
      "direct_workers": 2135,
      "contract_workers": 939,
      "contract_share_pct": 30.6,
      "direct_wage_rs": 164090,
      "contract_wage_rs": 129010,
      "wage_ratio": 0.786,
      "wage_gap_pct": 21.4
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 7,
      "est_factories": 7,
      "total_workers": 2999,
      "direct_workers": 1272,
      "contract_workers": 1727,
      "contract_share_pct": 57.6,
      "direct_wage_rs": 255766,
      "contract_wage_rs": 155709,
      "wage_ratio": 0.609,
      "wage_gap_pct": 39.1
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 28,
      "est_factories": 37,
      "total_workers": 2968,
      "direct_workers": 1979,
      "contract_workers": 989,
      "contract_share_pct": 33.3,
      "direct_wage_rs": 220940,
      "contract_wage_rs": 160565,
      "wage_ratio": 0.727,
      "wage_gap_pct": 27.3
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 13,
      "est_factories": 32,
      "total_workers": 2891,
      "direct_workers": 1247,
      "contract_workers": 1644,
      "contract_share_pct": 56.9,
      "direct_wage_rs": 270837,
      "contract_wage_rs": 204558,
      "wage_ratio": 0.755,
      "wage_gap_pct": 24.5
    },
    {
      "state_code": "13",
      "state_name": "Nagaland",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 68,
      "est_factories": 68,
      "total_workers": 2866,
      "direct_workers": 1719,
      "contract_workers": 1147,
      "contract_share_pct": 40.0,
      "direct_wage_rs": 38422,
      "contract_wage_rs": 34968,
      "wage_ratio": 0.91,
      "wage_gap_pct": 9.0
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 18,
      "est_factories": 32,
      "total_workers": 2845,
      "direct_workers": 1368,
      "contract_workers": 1477,
      "contract_share_pct": 51.9,
      "direct_wage_rs": 372321,
      "contract_wage_rs": 238722,
      "wage_ratio": 0.641,
      "wage_gap_pct": 35.9
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 14,
      "est_factories": 14,
      "total_workers": 2839,
      "direct_workers": 989,
      "contract_workers": 1850,
      "contract_share_pct": 65.2,
      "direct_wage_rs": 177190,
      "contract_wage_rs": 154798,
      "wage_ratio": 0.874,
      "wage_gap_pct": 12.6
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 25,
      "est_factories": 104,
      "total_workers": 2795,
      "direct_workers": 1721,
      "contract_workers": 1074,
      "contract_share_pct": 38.4,
      "direct_wage_rs": 247169,
      "contract_wage_rs": 305219,
      "wage_ratio": 1.235,
      "wage_gap_pct": -23.5
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 11,
      "est_factories": 23,
      "total_workers": 2775,
      "direct_workers": 2644,
      "contract_workers": 131,
      "contract_share_pct": 4.7,
      "direct_wage_rs": 200174,
      "contract_wage_rs": 164082,
      "wage_ratio": 0.82,
      "wage_gap_pct": 18.0
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 17,
      "est_factories": 22,
      "total_workers": 2768,
      "direct_workers": 1292,
      "contract_workers": 1476,
      "contract_share_pct": 53.3,
      "direct_wage_rs": 1549804,
      "contract_wage_rs": 290562,
      "wage_ratio": 0.187,
      "wage_gap_pct": 81.3
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 9,
      "est_factories": 12,
      "total_workers": 2766,
      "direct_workers": 2022,
      "contract_workers": 744,
      "contract_share_pct": 26.9,
      "direct_wage_rs": 90086,
      "contract_wage_rs": 140716,
      "wage_ratio": 1.562,
      "wage_gap_pct": -56.2
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 37,
      "est_factories": 136,
      "total_workers": 2737,
      "direct_workers": 2685,
      "contract_workers": 52,
      "contract_share_pct": 1.9,
      "direct_wage_rs": 506118,
      "contract_wage_rs": 150219,
      "wage_ratio": 0.297,
      "wage_gap_pct": 70.3
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 42,
      "est_factories": 138,
      "total_workers": 2704,
      "direct_workers": 2025,
      "contract_workers": 679,
      "contract_share_pct": 25.1,
      "direct_wage_rs": 111782,
      "contract_wage_rs": 113866,
      "wage_ratio": 1.019,
      "wage_gap_pct": -1.9
    },
    {
      "state_code": "33",
      "state_name": "Tamil Nadu",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 39,
      "est_factories": 66,
      "total_workers": 2678,
      "direct_workers": 1769,
      "contract_workers": 909,
      "contract_share_pct": 33.9,
      "direct_wage_rs": 233307,
      "contract_wage_rs": 207453,
      "wage_ratio": 0.889,
      "wage_gap_pct": 11.1
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 41,
      "est_factories": 50,
      "total_workers": 2663,
      "direct_workers": 1650,
      "contract_workers": 1013,
      "contract_share_pct": 38.0,
      "direct_wage_rs": 1289958,
      "contract_wage_rs": 263563,
      "wage_ratio": 0.204,
      "wage_gap_pct": 79.6
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 26,
      "est_factories": 114,
      "total_workers": 2660,
      "direct_workers": 1877,
      "contract_workers": 783,
      "contract_share_pct": 29.4,
      "direct_wage_rs": 185101,
      "contract_wage_rs": 144821,
      "wage_ratio": 0.782,
      "wage_gap_pct": 21.8
    },
    {
      "state_code": "14",
      "state_name": "Manipur",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 151,
      "est_factories": 151,
      "total_workers": 2655,
      "direct_workers": 2538,
      "contract_workers": 117,
      "contract_share_pct": 4.4,
      "direct_wage_rs": 84656,
      "contract_wage_rs": 58249,
      "wage_ratio": 0.688,
      "wage_gap_pct": 31.2
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 17,
      "est_factories": 55,
      "total_workers": 2597,
      "direct_workers": 1337,
      "contract_workers": 1260,
      "contract_share_pct": 48.5,
      "direct_wage_rs": 141643,
      "contract_wage_rs": 206896,
      "wage_ratio": 1.461,
      "wage_gap_pct": -46.1
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 45,
      "est_factories": 172,
      "total_workers": 2591,
      "direct_workers": 1506,
      "contract_workers": 1085,
      "contract_share_pct": 41.9,
      "direct_wage_rs": 158692,
      "contract_wage_rs": 174991,
      "wage_ratio": 1.103,
      "wage_gap_pct": -10.3
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 29,
      "est_factories": 56,
      "total_workers": 2567,
      "direct_workers": 1588,
      "contract_workers": 979,
      "contract_share_pct": 38.2,
      "direct_wage_rs": 215715,
      "contract_wage_rs": 132921,
      "wage_ratio": 0.616,
      "wage_gap_pct": 38.4
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 28,
      "est_factories": 52,
      "total_workers": 2490,
      "direct_workers": 2043,
      "contract_workers": 447,
      "contract_share_pct": 18.0,
      "direct_wage_rs": 340675,
      "contract_wage_rs": 216423,
      "wage_ratio": 0.635,
      "wage_gap_pct": 36.5
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 15,
      "est_factories": 16,
      "total_workers": 2435,
      "direct_workers": 857,
      "contract_workers": 1578,
      "contract_share_pct": 64.8,
      "direct_wage_rs": 306567,
      "contract_wage_rs": 218266,
      "wage_ratio": 0.712,
      "wage_gap_pct": 28.8
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 22,
      "est_factories": 59,
      "total_workers": 2354,
      "direct_workers": 830,
      "contract_workers": 1523,
      "contract_share_pct": 64.7,
      "direct_wage_rs": 171046,
      "contract_wage_rs": 214034,
      "wage_ratio": 1.251,
      "wage_gap_pct": -25.1
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 14,
      "est_factories": 30,
      "total_workers": 2345,
      "direct_workers": 844,
      "contract_workers": 1501,
      "contract_share_pct": 64.0,
      "direct_wage_rs": 415629,
      "contract_wage_rs": 281136,
      "wage_ratio": 0.676,
      "wage_gap_pct": 32.4
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 41,
      "est_factories": 90,
      "total_workers": 2326,
      "direct_workers": 2263,
      "contract_workers": 63,
      "contract_share_pct": 2.7,
      "direct_wage_rs": 217546,
      "contract_wage_rs": 228191,
      "wage_ratio": 1.049,
      "wage_gap_pct": -4.9
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 16,
      "est_factories": 29,
      "total_workers": 2276,
      "direct_workers": 2168,
      "contract_workers": 108,
      "contract_share_pct": 4.7,
      "direct_wage_rs": 141148,
      "contract_wage_rs": 102382,
      "wage_ratio": 0.725,
      "wage_gap_pct": 27.5
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 32,
      "est_factories": 216,
      "total_workers": 2270,
      "direct_workers": 1395,
      "contract_workers": 875,
      "contract_share_pct": 38.5,
      "direct_wage_rs": 158649,
      "contract_wage_rs": 241749,
      "wage_ratio": 1.524,
      "wage_gap_pct": -52.4
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 10,
      "est_factories": 11,
      "total_workers": 2267,
      "direct_workers": 863,
      "contract_workers": 1404,
      "contract_share_pct": 61.9,
      "direct_wage_rs": 329707,
      "contract_wage_rs": 142976,
      "wage_ratio": 0.434,
      "wage_gap_pct": 56.6
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 21,
      "est_factories": 37,
      "total_workers": 2241,
      "direct_workers": 593,
      "contract_workers": 1648,
      "contract_share_pct": 73.5,
      "direct_wage_rs": 168535,
      "contract_wage_rs": 135129,
      "wage_ratio": 0.802,
      "wage_gap_pct": 19.8
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 48,
      "est_factories": 158,
      "total_workers": 2221,
      "direct_workers": 1474,
      "contract_workers": 747,
      "contract_share_pct": 33.6,
      "direct_wage_rs": 152286,
      "contract_wage_rs": 170873,
      "wage_ratio": 1.122,
      "wage_gap_pct": -12.2
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 30,
      "est_factories": 118,
      "total_workers": 2216,
      "direct_workers": 2042,
      "contract_workers": 174,
      "contract_share_pct": 7.9,
      "direct_wage_rs": 140373,
      "contract_wage_rs": 107961,
      "wage_ratio": 0.769,
      "wage_gap_pct": 23.1
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 11,
      "est_factories": 21,
      "total_workers": 2210,
      "direct_workers": 1351,
      "contract_workers": 859,
      "contract_share_pct": 38.9,
      "direct_wage_rs": 237907,
      "contract_wage_rs": 158506,
      "wage_ratio": 0.666,
      "wage_gap_pct": 33.4
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 20,
      "est_factories": 27,
      "total_workers": 2210,
      "direct_workers": 888,
      "contract_workers": 1323,
      "contract_share_pct": 59.8,
      "direct_wage_rs": 348004,
      "contract_wage_rs": 233320,
      "wage_ratio": 0.67,
      "wage_gap_pct": 33.0
    },
    {
      "state_code": "24",
      "state_name": "Gujarat",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 31,
      "est_factories": 44,
      "total_workers": 2208,
      "direct_workers": 1176,
      "contract_workers": 1032,
      "contract_share_pct": 46.7,
      "direct_wage_rs": 309095,
      "contract_wage_rs": 215351,
      "wage_ratio": 0.697,
      "wage_gap_pct": 30.3
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 46,
      "est_factories": 124,
      "total_workers": 2189,
      "direct_workers": 1786,
      "contract_workers": 403,
      "contract_share_pct": 18.4,
      "direct_wage_rs": 102603,
      "contract_wage_rs": 140780,
      "wage_ratio": 1.372,
      "wage_gap_pct": -37.2
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 21,
      "est_factories": 42,
      "total_workers": 2179,
      "direct_workers": 1174,
      "contract_workers": 1005,
      "contract_share_pct": 46.1,
      "direct_wage_rs": 289652,
      "contract_wage_rs": 182938,
      "wage_ratio": 0.632,
      "wage_gap_pct": 36.8
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 14,
      "est_factories": 15,
      "total_workers": 2161,
      "direct_workers": 1351,
      "contract_workers": 810,
      "contract_share_pct": 37.5,
      "direct_wage_rs": 809484,
      "contract_wage_rs": 440072,
      "wage_ratio": 0.544,
      "wage_gap_pct": 45.6
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 8,
      "est_factories": 16,
      "total_workers": 2140,
      "direct_workers": 2055,
      "contract_workers": 85,
      "contract_share_pct": 4.0,
      "direct_wage_rs": 166756,
      "contract_wage_rs": 131196,
      "wage_ratio": 0.787,
      "wage_gap_pct": 21.3
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 30,
      "est_factories": 125,
      "total_workers": 2134,
      "direct_workers": 2013,
      "contract_workers": 121,
      "contract_share_pct": 5.7,
      "direct_wage_rs": 222596,
      "contract_wage_rs": 166979,
      "wage_ratio": 0.75,
      "wage_gap_pct": 25.0
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 19,
      "est_factories": 19,
      "total_workers": 2133,
      "direct_workers": 1616,
      "contract_workers": 517,
      "contract_share_pct": 24.2,
      "direct_wage_rs": 183970,
      "contract_wage_rs": 150602,
      "wage_ratio": 0.819,
      "wage_gap_pct": 18.1
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 11,
      "est_factories": 13,
      "total_workers": 2109,
      "direct_workers": 333,
      "contract_workers": 1776,
      "contract_share_pct": 84.2,
      "direct_wage_rs": 175014,
      "contract_wage_rs": 120163,
      "wage_ratio": 0.687,
      "wage_gap_pct": 31.3
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 20,
      "est_factories": 45,
      "total_workers": 2103,
      "direct_workers": 1660,
      "contract_workers": 443,
      "contract_share_pct": 21.1,
      "direct_wage_rs": 498124,
      "contract_wage_rs": 291374,
      "wage_ratio": 0.585,
      "wage_gap_pct": 41.5
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 9,
      "est_factories": 9,
      "total_workers": 2090,
      "direct_workers": 1845,
      "contract_workers": 245,
      "contract_share_pct": 11.7,
      "direct_wage_rs": 325328,
      "contract_wage_rs": 279533,
      "wage_ratio": 0.859,
      "wage_gap_pct": 14.1
    },
    {
      "state_code": "19",
      "state_name": "West Bengal",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 21,
      "est_factories": 55,
      "total_workers": 2054,
      "direct_workers": 1514,
      "contract_workers": 540,
      "contract_share_pct": 26.3,
      "direct_wage_rs": 286996,
      "contract_wage_rs": 167920,
      "wage_ratio": 0.585,
      "wage_gap_pct": 41.5
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 17,
      "est_factories": 17,
      "total_workers": 2048,
      "direct_workers": 1997,
      "contract_workers": 51,
      "contract_share_pct": 2.5,
      "direct_wage_rs": 272817,
      "contract_wage_rs": 164063,
      "wage_ratio": 0.601,
      "wage_gap_pct": 39.9
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 31,
      "est_factories": 122,
      "total_workers": 2011,
      "direct_workers": 1972,
      "contract_workers": 39,
      "contract_share_pct": 1.9,
      "direct_wage_rs": 219220,
      "contract_wage_rs": 246063,
      "wage_ratio": 1.122,
      "wage_gap_pct": -12.2
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 13,
      "est_factories": 31,
      "total_workers": 1995,
      "direct_workers": 1577,
      "contract_workers": 418,
      "contract_share_pct": 21.0,
      "direct_wage_rs": 295158,
      "contract_wage_rs": 152214,
      "wage_ratio": 0.516,
      "wage_gap_pct": 48.4
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 40,
      "est_factories": 106,
      "total_workers": 1982,
      "direct_workers": 1423,
      "contract_workers": 559,
      "contract_share_pct": 28.2,
      "direct_wage_rs": 73383,
      "contract_wage_rs": 106583,
      "wage_ratio": 1.452,
      "wage_gap_pct": -45.2
    },
    {
      "state_code": "09",
      "state_name": "Uttar Pradesh",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 17,
      "est_factories": 27,
      "total_workers": 1967,
      "direct_workers": 783,
      "contract_workers": 1184,
      "contract_share_pct": 60.2,
      "direct_wage_rs": 227134,
      "contract_wage_rs": 180194,
      "wage_ratio": 0.793,
      "wage_gap_pct": 20.7
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 33,
      "est_factories": 63,
      "total_workers": 1967,
      "direct_workers": 1130,
      "contract_workers": 837,
      "contract_share_pct": 42.6,
      "direct_wage_rs": 165554,
      "contract_wage_rs": 181947,
      "wage_ratio": 1.099,
      "wage_gap_pct": -9.9
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 20,
      "est_factories": 37,
      "total_workers": 1951,
      "direct_workers": 1426,
      "contract_workers": 525,
      "contract_share_pct": 26.9,
      "direct_wage_rs": 224272,
      "contract_wage_rs": 191712,
      "wage_ratio": 0.855,
      "wage_gap_pct": 14.5
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 8,
      "est_factories": 75,
      "total_workers": 1946,
      "direct_workers": 553,
      "contract_workers": 1393,
      "contract_share_pct": 71.6,
      "direct_wage_rs": 306976,
      "contract_wage_rs": 221264,
      "wage_ratio": 0.721,
      "wage_gap_pct": 27.9
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 27,
      "est_factories": 72,
      "total_workers": 1912,
      "direct_workers": 1775,
      "contract_workers": 137,
      "contract_share_pct": 7.2,
      "direct_wage_rs": 203148,
      "contract_wage_rs": 179795,
      "wage_ratio": 0.885,
      "wage_gap_pct": 11.5
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 16,
      "est_factories": 17,
      "total_workers": 1911,
      "direct_workers": 1135,
      "contract_workers": 776,
      "contract_share_pct": 40.6,
      "direct_wage_rs": 203938,
      "contract_wage_rs": 230073,
      "wage_ratio": 1.128,
      "wage_gap_pct": -12.8
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 17,
      "est_factories": 23,
      "total_workers": 1900,
      "direct_workers": 1033,
      "contract_workers": 867,
      "contract_share_pct": 45.6,
      "direct_wage_rs": 223689,
      "contract_wage_rs": 157760,
      "wage_ratio": 0.705,
      "wage_gap_pct": 29.5
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 54,
      "est_factories": 167,
      "total_workers": 1845,
      "direct_workers": 1031,
      "contract_workers": 814,
      "contract_share_pct": 44.1,
      "direct_wage_rs": 143485,
      "contract_wage_rs": 75195,
      "wage_ratio": 0.524,
      "wage_gap_pct": 47.6
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 43,
      "est_factories": 62,
      "total_workers": 1845,
      "direct_workers": 1599,
      "contract_workers": 246,
      "contract_share_pct": 13.3,
      "direct_wage_rs": 283714,
      "contract_wage_rs": 271785,
      "wage_ratio": 0.958,
      "wage_gap_pct": 4.2
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 12,
      "est_factories": 31,
      "total_workers": 1827,
      "direct_workers": 702,
      "contract_workers": 1125,
      "contract_share_pct": 61.6,
      "direct_wage_rs": 251845,
      "contract_wage_rs": 221952,
      "wage_ratio": 0.881,
      "wage_gap_pct": 11.9
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 19,
      "est_factories": 40,
      "total_workers": 1824,
      "direct_workers": 1261,
      "contract_workers": 563,
      "contract_share_pct": 30.9,
      "direct_wage_rs": 359306,
      "contract_wage_rs": 147315,
      "wage_ratio": 0.41,
      "wage_gap_pct": 59.0
    },
    {
      "state_code": "16",
      "state_name": "Tripura",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 99,
      "est_factories": 101,
      "total_workers": 1799,
      "direct_workers": 1104,
      "contract_workers": 695,
      "contract_share_pct": 38.6,
      "direct_wage_rs": 92019,
      "contract_wage_rs": 73576,
      "wage_ratio": 0.8,
      "wage_gap_pct": 20.0
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 21,
      "est_factories": 38,
      "total_workers": 1785,
      "direct_workers": 644,
      "contract_workers": 1141,
      "contract_share_pct": 63.9,
      "direct_wage_rs": 272421,
      "contract_wage_rs": 128384,
      "wage_ratio": 0.471,
      "wage_gap_pct": 52.9
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 12,
      "est_factories": 12,
      "total_workers": 1785,
      "direct_workers": 1550,
      "contract_workers": 235,
      "contract_share_pct": 13.2,
      "direct_wage_rs": 108337,
      "contract_wage_rs": 73792,
      "wage_ratio": 0.681,
      "wage_gap_pct": 31.9
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "32",
      "sector_name": "Other Manufacturing",
      "sample_returns": 14,
      "est_factories": 14,
      "total_workers": 1774,
      "direct_workers": 1583,
      "contract_workers": 191,
      "contract_share_pct": 10.8,
      "direct_wage_rs": 159055,
      "contract_wage_rs": 184325,
      "wage_ratio": 1.159,
      "wage_gap_pct": -15.9
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 8,
      "est_factories": 36,
      "total_workers": 1722,
      "direct_workers": 786,
      "contract_workers": 936,
      "contract_share_pct": 54.4,
      "direct_wage_rs": 221036,
      "contract_wage_rs": 204139,
      "wage_ratio": 0.924,
      "wage_gap_pct": 7.6
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 21,
      "est_factories": 86,
      "total_workers": 1702,
      "direct_workers": 1434,
      "contract_workers": 268,
      "contract_share_pct": 15.8,
      "direct_wage_rs": 155491,
      "contract_wage_rs": 163915,
      "wage_ratio": 1.054,
      "wage_gap_pct": -5.4
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 20,
      "est_factories": 28,
      "total_workers": 1699,
      "direct_workers": 1058,
      "contract_workers": 641,
      "contract_share_pct": 37.7,
      "direct_wage_rs": 171867,
      "contract_wage_rs": 106741,
      "wage_ratio": 0.621,
      "wage_gap_pct": 37.9
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 13,
      "est_factories": 15,
      "total_workers": 1697,
      "direct_workers": 1017,
      "contract_workers": 680,
      "contract_share_pct": 40.1,
      "direct_wage_rs": 151410,
      "contract_wage_rs": 144164,
      "wage_ratio": 0.952,
      "wage_gap_pct": 4.8
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 21,
      "est_factories": 28,
      "total_workers": 1693,
      "direct_workers": 931,
      "contract_workers": 762,
      "contract_share_pct": 45.0,
      "direct_wage_rs": 77682,
      "contract_wage_rs": 124541,
      "wage_ratio": 1.603,
      "wage_gap_pct": -60.3
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 12,
      "est_factories": 34,
      "total_workers": 1675,
      "direct_workers": 430,
      "contract_workers": 1245,
      "contract_share_pct": 74.3,
      "direct_wage_rs": 282893,
      "contract_wage_rs": 240987,
      "wage_ratio": 0.852,
      "wage_gap_pct": 14.8
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 34,
      "est_factories": 86,
      "total_workers": 1655,
      "direct_workers": 1566,
      "contract_workers": 89,
      "contract_share_pct": 5.4,
      "direct_wage_rs": 205811,
      "contract_wage_rs": 205220,
      "wage_ratio": 0.997,
      "wage_gap_pct": 0.3
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 28,
      "est_factories": 60,
      "total_workers": 1641,
      "direct_workers": 1301,
      "contract_workers": 340,
      "contract_share_pct": 20.7,
      "direct_wage_rs": 136499,
      "contract_wage_rs": 145486,
      "wage_ratio": 1.066,
      "wage_gap_pct": -6.6
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "25",
      "sector_name": "Fabricated Metal Products",
      "sample_returns": 41,
      "est_factories": 108,
      "total_workers": 1599,
      "direct_workers": 1395,
      "contract_workers": 204,
      "contract_share_pct": 12.8,
      "direct_wage_rs": 191873,
      "contract_wage_rs": 132423,
      "wage_ratio": 0.69,
      "wage_gap_pct": 31.0
    },
    {
      "state_code": "13",
      "state_name": "Nagaland",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 55,
      "est_factories": 55,
      "total_workers": 1595,
      "direct_workers": 1454,
      "contract_workers": 141,
      "contract_share_pct": 8.8,
      "direct_wage_rs": 91207,
      "contract_wage_rs": 84229,
      "wage_ratio": 0.923,
      "wage_gap_pct": 7.7
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 9,
      "est_factories": 33,
      "total_workers": 1562,
      "direct_workers": 566,
      "contract_workers": 996,
      "contract_share_pct": 63.8,
      "direct_wage_rs": 428774,
      "contract_wage_rs": 311337,
      "wage_ratio": 0.726,
      "wage_gap_pct": 27.4
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 13,
      "est_factories": 20,
      "total_workers": 1544,
      "direct_workers": 1361,
      "contract_workers": 183,
      "contract_share_pct": 11.9,
      "direct_wage_rs": 618022,
      "contract_wage_rs": 282352,
      "wage_ratio": 0.457,
      "wage_gap_pct": 54.3
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 11,
      "est_factories": 32,
      "total_workers": 1517,
      "direct_workers": 1455,
      "contract_workers": 62,
      "contract_share_pct": 4.1,
      "direct_wage_rs": 272498,
      "contract_wage_rs": 202819,
      "wage_ratio": 0.744,
      "wage_gap_pct": 25.6
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 12,
      "est_factories": 15,
      "total_workers": 1508,
      "direct_workers": 1334,
      "contract_workers": 174,
      "contract_share_pct": 11.5,
      "direct_wage_rs": 229057,
      "contract_wage_rs": 136633,
      "wage_ratio": 0.597,
      "wage_gap_pct": 40.3
    },
    {
      "state_code": "06",
      "state_name": "Haryana",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 12,
      "est_factories": 28,
      "total_workers": 1505,
      "direct_workers": 758,
      "contract_workers": 747,
      "contract_share_pct": 49.7,
      "direct_wage_rs": 158850,
      "contract_wage_rs": 175994,
      "wage_ratio": 1.108,
      "wage_gap_pct": -10.8
    },
    {
      "state_code": "28",
      "state_name": "Andhra Pradesh",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 34,
      "est_factories": 79,
      "total_workers": 1497,
      "direct_workers": 1357,
      "contract_workers": 140,
      "contract_share_pct": 9.4,
      "direct_wage_rs": 188738,
      "contract_wage_rs": 283984,
      "wage_ratio": 1.505,
      "wage_gap_pct": -50.5
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 17,
      "est_factories": 29,
      "total_workers": 1458,
      "direct_workers": 626,
      "contract_workers": 832,
      "contract_share_pct": 57.1,
      "direct_wage_rs": 144054,
      "contract_wage_rs": 148279,
      "wage_ratio": 1.029,
      "wage_gap_pct": -2.9
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "15",
      "sector_name": "Leather & Footwear",
      "sample_returns": 7,
      "est_factories": 12,
      "total_workers": 1434,
      "direct_workers": 972,
      "contract_workers": 462,
      "contract_share_pct": 32.2,
      "direct_wage_rs": 95020,
      "contract_wage_rs": 77557,
      "wage_ratio": 0.816,
      "wage_gap_pct": 18.4
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 21,
      "est_factories": 48,
      "total_workers": 1407,
      "direct_workers": 1063,
      "contract_workers": 344,
      "contract_share_pct": 24.4,
      "direct_wage_rs": 195408,
      "contract_wage_rs": 262446,
      "wage_ratio": 1.343,
      "wage_gap_pct": -34.3
    },
    {
      "state_code": "08",
      "state_name": "Rajasthan",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 28,
      "est_factories": 33,
      "total_workers": 1407,
      "direct_workers": 345,
      "contract_workers": 1062,
      "contract_share_pct": 75.5,
      "direct_wage_rs": 733735,
      "contract_wage_rs": 251275,
      "wage_ratio": 0.342,
      "wage_gap_pct": 65.8
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 24,
      "est_factories": 64,
      "total_workers": 1406,
      "direct_workers": 1347,
      "contract_workers": 59,
      "contract_share_pct": 4.2,
      "direct_wage_rs": 187409,
      "contract_wage_rs": 90232,
      "wage_ratio": 0.481,
      "wage_gap_pct": 51.9
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 7,
      "est_factories": 9,
      "total_workers": 1383,
      "direct_workers": 210,
      "contract_workers": 1173,
      "contract_share_pct": 84.8,
      "direct_wage_rs": 184529,
      "contract_wage_rs": 168791,
      "wage_ratio": 0.915,
      "wage_gap_pct": 8.5
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 5,
      "est_factories": 5,
      "total_workers": 1372,
      "direct_workers": 284,
      "contract_workers": 1088,
      "contract_share_pct": 79.3,
      "direct_wage_rs": 252495,
      "contract_wage_rs": 139078,
      "wage_ratio": 0.551,
      "wage_gap_pct": 44.9
    },
    {
      "state_code": "11",
      "state_name": "Sikkim",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 8,
      "est_factories": 9,
      "total_workers": 1371,
      "direct_workers": 829,
      "contract_workers": 542,
      "contract_share_pct": 39.5,
      "direct_wage_rs": 281339,
      "contract_wage_rs": 248278,
      "wage_ratio": 0.882,
      "wage_gap_pct": 11.8
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 31,
      "est_factories": 46,
      "total_workers": 1348,
      "direct_workers": 879,
      "contract_workers": 469,
      "contract_share_pct": 34.8,
      "direct_wage_rs": 201749,
      "contract_wage_rs": 119763,
      "wage_ratio": 0.594,
      "wage_gap_pct": 40.6
    },
    {
      "state_code": "01",
      "state_name": "Jammu & Kashmir",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 12,
      "est_factories": 38,
      "total_workers": 1344,
      "direct_workers": 937,
      "contract_workers": 407,
      "contract_share_pct": 30.3,
      "direct_wage_rs": 167799,
      "contract_wage_rs": 136385,
      "wage_ratio": 0.813,
      "wage_gap_pct": 18.7
    },
    {
      "state_code": "17",
      "state_name": "Meghalaya",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 21,
      "est_factories": 21,
      "total_workers": 1340,
      "direct_workers": 869,
      "contract_workers": 471,
      "contract_share_pct": 35.1,
      "direct_wage_rs": 142222,
      "contract_wage_rs": 134824,
      "wage_ratio": 0.948,
      "wage_gap_pct": 5.2
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 16,
      "est_factories": 19,
      "total_workers": 1280,
      "direct_workers": 725,
      "contract_workers": 556,
      "contract_share_pct": 43.4,
      "direct_wage_rs": 171940,
      "contract_wage_rs": 141468,
      "wage_ratio": 0.823,
      "wage_gap_pct": 17.7
    },
    {
      "state_code": "36",
      "state_name": "Telangana",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 52,
      "est_factories": 115,
      "total_workers": 1277,
      "direct_workers": 989,
      "contract_workers": 288,
      "contract_share_pct": 22.6,
      "direct_wage_rs": 162030,
      "contract_wage_rs": 298878,
      "wage_ratio": 1.845,
      "wage_gap_pct": -84.5
    },
    {
      "state_code": "29",
      "state_name": "Karnataka",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 14,
      "est_factories": 25,
      "total_workers": 1267,
      "direct_workers": 813,
      "contract_workers": 454,
      "contract_share_pct": 35.8,
      "direct_wage_rs": 334030,
      "contract_wage_rs": 322384,
      "wage_ratio": 0.965,
      "wage_gap_pct": 3.5
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 10,
      "est_factories": 10,
      "total_workers": 1265,
      "direct_workers": 818,
      "contract_workers": 447,
      "contract_share_pct": 35.3,
      "direct_wage_rs": 221660,
      "contract_wage_rs": 129578,
      "wage_ratio": 0.585,
      "wage_gap_pct": 41.5
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "20",
      "sector_name": "Chemicals & Chemical Products",
      "sample_returns": 31,
      "est_factories": 64,
      "total_workers": 1259,
      "direct_workers": 1138,
      "contract_workers": 121,
      "contract_share_pct": 9.6,
      "direct_wage_rs": 217443,
      "contract_wage_rs": 189648,
      "wage_ratio": 0.872,
      "wage_gap_pct": 12.8
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 21,
      "est_factories": 25,
      "total_workers": 1254,
      "direct_workers": 1155,
      "contract_workers": 99,
      "contract_share_pct": 7.9,
      "direct_wage_rs": 142976,
      "contract_wage_rs": 124413,
      "wage_ratio": 0.87,
      "wage_gap_pct": 13.0
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 33,
      "est_factories": 44,
      "total_workers": 1219,
      "direct_workers": 824,
      "contract_workers": 395,
      "contract_share_pct": 32.4,
      "direct_wage_rs": 169720,
      "contract_wage_rs": 178158,
      "wage_ratio": 1.05,
      "wage_gap_pct": -5.0
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "30",
      "sector_name": "Other Transport Equipment",
      "sample_returns": 10,
      "est_factories": 18,
      "total_workers": 1180,
      "direct_workers": 133,
      "contract_workers": 1047,
      "contract_share_pct": 88.7,
      "direct_wage_rs": 284343,
      "contract_wage_rs": 647376,
      "wage_ratio": 2.277,
      "wage_gap_pct": -127.7
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 8,
      "est_factories": 9,
      "total_workers": 1160,
      "direct_workers": 602,
      "contract_workers": 558,
      "contract_share_pct": 48.1,
      "direct_wage_rs": 311297,
      "contract_wage_rs": 241435,
      "wage_ratio": 0.776,
      "wage_gap_pct": 22.4
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 15,
      "est_factories": 22,
      "total_workers": 1141,
      "direct_workers": 852,
      "contract_workers": 289,
      "contract_share_pct": 25.3,
      "direct_wage_rs": 353661,
      "contract_wage_rs": 221832,
      "wage_ratio": 0.627,
      "wage_gap_pct": 37.3
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 25,
      "est_factories": 49,
      "total_workers": 1124,
      "direct_workers": 906,
      "contract_workers": 218,
      "contract_share_pct": 19.4,
      "direct_wage_rs": 168965,
      "contract_wage_rs": 179016,
      "wage_ratio": 1.059,
      "wage_gap_pct": -5.9
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 21,
      "est_factories": 37,
      "total_workers": 1108,
      "direct_workers": 1075,
      "contract_workers": 33,
      "contract_share_pct": 3.0,
      "direct_wage_rs": 239088,
      "contract_wage_rs": 179506,
      "wage_ratio": 0.751,
      "wage_gap_pct": 24.9
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 11,
      "est_factories": 11,
      "total_workers": 1014,
      "direct_workers": 384,
      "contract_workers": 630,
      "contract_share_pct": 62.1,
      "direct_wage_rs": 346868,
      "contract_wage_rs": 146380,
      "wage_ratio": 0.422,
      "wage_gap_pct": 57.8
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "13",
      "sector_name": "Textiles",
      "sample_returns": 13,
      "est_factories": 19,
      "total_workers": 984,
      "direct_workers": 819,
      "contract_workers": 165,
      "contract_share_pct": 16.8,
      "direct_wage_rs": 261233,
      "contract_wage_rs": 149789,
      "wage_ratio": 0.573,
      "wage_gap_pct": 42.7
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "21",
      "sector_name": "Pharmaceuticals & Medicines",
      "sample_returns": 7,
      "est_factories": 17,
      "total_workers": 969,
      "direct_workers": 816,
      "contract_workers": 153,
      "contract_share_pct": 15.8,
      "direct_wage_rs": 138299,
      "contract_wage_rs": 157042,
      "wage_ratio": 1.136,
      "wage_gap_pct": -13.6
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 12,
      "est_factories": 16,
      "total_workers": 952,
      "direct_workers": 506,
      "contract_workers": 446,
      "contract_share_pct": 46.8,
      "direct_wage_rs": 125543,
      "contract_wage_rs": 118225,
      "wage_ratio": 0.942,
      "wage_gap_pct": 5.8
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 13,
      "est_factories": 18,
      "total_workers": 943,
      "direct_workers": 546,
      "contract_workers": 397,
      "contract_share_pct": 42.1,
      "direct_wage_rs": 169525,
      "contract_wage_rs": 152512,
      "wage_ratio": 0.9,
      "wage_gap_pct": 10.0
    },
    {
      "state_code": "05",
      "state_name": "Uttarakhand",
      "nic2": "14",
      "sector_name": "Wearing Apparel",
      "sample_returns": 7,
      "est_factories": 7,
      "total_workers": 938,
      "direct_workers": 721,
      "contract_workers": 217,
      "contract_share_pct": 23.1,
      "direct_wage_rs": 132592,
      "contract_wage_rs": 159243,
      "wage_ratio": 1.201,
      "wage_gap_pct": -20.1
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 15,
      "est_factories": 37,
      "total_workers": 888,
      "direct_workers": 638,
      "contract_workers": 250,
      "contract_share_pct": 28.2,
      "direct_wage_rs": 198254,
      "contract_wage_rs": 264138,
      "wage_ratio": 1.332,
      "wage_gap_pct": -33.2
    },
    {
      "state_code": "11",
      "state_name": "Sikkim",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 3,
      "est_factories": 3,
      "total_workers": 870,
      "direct_workers": 125,
      "contract_workers": 745,
      "contract_share_pct": 85.6,
      "direct_wage_rs": 275198,
      "contract_wage_rs": 227534,
      "wage_ratio": 0.827,
      "wage_gap_pct": 17.3
    },
    {
      "state_code": "12",
      "state_name": "Arunachal Pradesh",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 70,
      "est_factories": 70,
      "total_workers": 856,
      "direct_workers": 742,
      "contract_workers": 114,
      "contract_share_pct": 13.3,
      "direct_wage_rs": 82288,
      "contract_wage_rs": 96249,
      "wage_ratio": 1.17,
      "wage_gap_pct": -17.0
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 34,
      "est_factories": 40,
      "total_workers": 823,
      "direct_workers": 447,
      "contract_workers": 377,
      "contract_share_pct": 45.7,
      "direct_wage_rs": 138822,
      "contract_wage_rs": 143307,
      "wage_ratio": 1.032,
      "wage_gap_pct": -3.2
    },
    {
      "state_code": "12",
      "state_name": "Arunachal Pradesh",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 13,
      "est_factories": 13,
      "total_workers": 805,
      "direct_workers": 470,
      "contract_workers": 335,
      "contract_share_pct": 41.6,
      "direct_wage_rs": 258666,
      "contract_wage_rs": 146188,
      "wage_ratio": 0.565,
      "wage_gap_pct": 43.5
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 9,
      "est_factories": 22,
      "total_workers": 804,
      "direct_workers": 738,
      "contract_workers": 66,
      "contract_share_pct": 8.1,
      "direct_wage_rs": 173436,
      "contract_wage_rs": 209921,
      "wage_ratio": 1.21,
      "wage_gap_pct": -21.0
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 22,
      "est_factories": 64,
      "total_workers": 804,
      "direct_workers": 804,
      "contract_workers": 0,
      "contract_share_pct": 0.0,
      "direct_wage_rs": 150960,
      "contract_wage_rs": 0,
      "wage_ratio": 0.0,
      "wage_gap_pct": 100.0
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 16,
      "est_factories": 48,
      "total_workers": 798,
      "direct_workers": 699,
      "contract_workers": 99,
      "contract_share_pct": 12.4,
      "direct_wage_rs": 113686,
      "contract_wage_rs": 177937,
      "wage_ratio": 1.565,
      "wage_gap_pct": -56.5
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 16,
      "est_factories": 16,
      "total_workers": 784,
      "direct_workers": 559,
      "contract_workers": 225,
      "contract_share_pct": 28.7,
      "direct_wage_rs": 189064,
      "contract_wage_rs": 140220,
      "wage_ratio": 0.742,
      "wage_gap_pct": 25.8
    },
    {
      "state_code": "04",
      "state_name": "Chandigarh",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 6,
      "est_factories": 19,
      "total_workers": 782,
      "direct_workers": 782,
      "contract_workers": 0,
      "contract_share_pct": 0.0,
      "direct_wage_rs": 448259,
      "contract_wage_rs": 0,
      "wage_ratio": 0.0,
      "wage_gap_pct": 100.0
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 4,
      "est_factories": 29,
      "total_workers": 782,
      "direct_workers": 624,
      "contract_workers": 158,
      "contract_share_pct": 20.2,
      "direct_wage_rs": 216799,
      "contract_wage_rs": 206004,
      "wage_ratio": 0.95,
      "wage_gap_pct": 5.0
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 15,
      "est_factories": 44,
      "total_workers": 780,
      "direct_workers": 780,
      "contract_workers": 0,
      "contract_share_pct": 0.0,
      "direct_wage_rs": 199273,
      "contract_wage_rs": 0,
      "wage_ratio": 0.0,
      "wage_gap_pct": 100.0
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 15,
      "est_factories": 24,
      "total_workers": 779,
      "direct_workers": 498,
      "contract_workers": 281,
      "contract_share_pct": 36.1,
      "direct_wage_rs": 440670,
      "contract_wage_rs": 129203,
      "wage_ratio": 0.293,
      "wage_gap_pct": 70.7
    },
    {
      "state_code": "23",
      "state_name": "Madhya Pradesh",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 10,
      "est_factories": 14,
      "total_workers": 771,
      "direct_workers": 451,
      "contract_workers": 320,
      "contract_share_pct": 41.5,
      "direct_wage_rs": 192493,
      "contract_wage_rs": 155769,
      "wage_ratio": 0.809,
      "wage_gap_pct": 19.1
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 35,
      "est_factories": 87,
      "total_workers": 759,
      "direct_workers": 662,
      "contract_workers": 97,
      "contract_share_pct": 12.8,
      "direct_wage_rs": 118081,
      "contract_wage_rs": 113414,
      "wage_ratio": 0.96,
      "wage_gap_pct": 4.0
    },
    {
      "state_code": "12",
      "state_name": "Arunachal Pradesh",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 31,
      "est_factories": 31,
      "total_workers": 755,
      "direct_workers": 727,
      "contract_workers": 28,
      "contract_share_pct": 3.7,
      "direct_wage_rs": 79816,
      "contract_wage_rs": 99430,
      "wage_ratio": 1.246,
      "wage_gap_pct": -24.6
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "28",
      "sector_name": "Machinery & Equipment n.e.c.",
      "sample_returns": 14,
      "est_factories": 28,
      "total_workers": 753,
      "direct_workers": 743,
      "contract_workers": 10,
      "contract_share_pct": 1.3,
      "direct_wage_rs": 154229,
      "contract_wage_rs": 96256,
      "wage_ratio": 0.624,
      "wage_gap_pct": 37.6
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 7,
      "est_factories": 9,
      "total_workers": 737,
      "direct_workers": 393,
      "contract_workers": 344,
      "contract_share_pct": 46.7,
      "direct_wage_rs": 455514,
      "contract_wage_rs": 170088,
      "wage_ratio": 0.373,
      "wage_gap_pct": 62.7
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "12",
      "sector_name": "Tobacco Products",
      "sample_returns": 12,
      "est_factories": 27,
      "total_workers": 727,
      "direct_workers": 160,
      "contract_workers": 567,
      "contract_share_pct": 78.0,
      "direct_wage_rs": 257788,
      "contract_wage_rs": 116829,
      "wage_ratio": 0.453,
      "wage_gap_pct": 54.7
    },
    {
      "state_code": "07",
      "state_name": "Delhi",
      "nic2": "23",
      "sector_name": "Other Non-Metallic Minerals",
      "sample_returns": 15,
      "est_factories": 22,
      "total_workers": 711,
      "direct_workers": 459,
      "contract_workers": 252,
      "contract_share_pct": 35.4,
      "direct_wage_rs": 223026,
      "contract_wage_rs": 211360,
      "wage_ratio": 0.948,
      "wage_gap_pct": 5.2
    },
    {
      "state_code": "11",
      "state_name": "Sikkim",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 7,
      "est_factories": 7,
      "total_workers": 708,
      "direct_workers": 500,
      "contract_workers": 208,
      "contract_share_pct": 29.4,
      "direct_wage_rs": 201114,
      "contract_wage_rs": 256110,
      "wage_ratio": 1.273,
      "wage_gap_pct": -27.3
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 8,
      "est_factories": 8,
      "total_workers": 705,
      "direct_workers": 118,
      "contract_workers": 587,
      "contract_share_pct": 83.3,
      "direct_wage_rs": 160634,
      "contract_wage_rs": 193446,
      "wage_ratio": 1.204,
      "wage_gap_pct": -20.4
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "29",
      "sector_name": "Motor Vehicles & Trailers",
      "sample_returns": 10,
      "est_factories": 22,
      "total_workers": 695,
      "direct_workers": 357,
      "contract_workers": 338,
      "contract_share_pct": 48.7,
      "direct_wage_rs": 203643,
      "contract_wage_rs": 287980,
      "wage_ratio": 1.414,
      "wage_gap_pct": -41.4
    },
    {
      "state_code": "17",
      "state_name": "Meghalaya",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 27,
      "est_factories": 27,
      "total_workers": 690,
      "direct_workers": 341,
      "contract_workers": 349,
      "contract_share_pct": 50.6,
      "direct_wage_rs": 118915,
      "contract_wage_rs": 124125,
      "wage_ratio": 1.044,
      "wage_gap_pct": -4.4
    },
    {
      "state_code": "25",
      "state_name": "Dadra & Nagar Haveli and Daman & Diu",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 3,
      "est_factories": 3,
      "total_workers": 689,
      "direct_workers": 96,
      "contract_workers": 593,
      "contract_share_pct": 86.1,
      "direct_wage_rs": 184923,
      "contract_wage_rs": 161441,
      "wage_ratio": 0.873,
      "wage_gap_pct": 12.7
    },
    {
      "state_code": "32",
      "state_name": "Kerala",
      "nic2": "33",
      "sector_name": "Repair & Installation of Machinery",
      "sample_returns": 14,
      "est_factories": 27,
      "total_workers": 688,
      "direct_workers": 372,
      "contract_workers": 316,
      "contract_share_pct": 45.9,
      "direct_wage_rs": 419287,
      "contract_wage_rs": 382249,
      "wage_ratio": 0.912,
      "wage_gap_pct": 8.8
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "17",
      "sector_name": "Paper & Paper Products",
      "sample_returns": 7,
      "est_factories": 24,
      "total_workers": 682,
      "direct_workers": 496,
      "contract_workers": 186,
      "contract_share_pct": 27.3,
      "direct_wage_rs": 256868,
      "contract_wage_rs": 227715,
      "wage_ratio": 0.887,
      "wage_gap_pct": 11.3
    },
    {
      "state_code": "04",
      "state_name": "Chandigarh",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 4,
      "est_factories": 4,
      "total_workers": 656,
      "direct_workers": 82,
      "contract_workers": 574,
      "contract_share_pct": 87.5,
      "direct_wage_rs": 357736,
      "contract_wage_rs": 198679,
      "wage_ratio": 0.555,
      "wage_gap_pct": 44.5
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 25,
      "est_factories": 68,
      "total_workers": 653,
      "direct_workers": 342,
      "contract_workers": 311,
      "contract_share_pct": 47.7,
      "direct_wage_rs": 140944,
      "contract_wage_rs": 147802,
      "wage_ratio": 1.049,
      "wage_gap_pct": -4.9
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "27",
      "sector_name": "Electrical Equipment",
      "sample_returns": 21,
      "est_factories": 37,
      "total_workers": 653,
      "direct_workers": 614,
      "contract_workers": 39,
      "contract_share_pct": 6.0,
      "direct_wage_rs": 154864,
      "contract_wage_rs": 189660,
      "wage_ratio": 1.225,
      "wage_gap_pct": -22.5
    },
    {
      "state_code": "20",
      "state_name": "Jharkhand",
      "nic2": "26",
      "sector_name": "Computer, Electronics & Optical",
      "sample_returns": 4,
      "est_factories": 5,
      "total_workers": 627,
      "direct_workers": 250,
      "contract_workers": 377,
      "contract_share_pct": 60.1,
      "direct_wage_rs": 206077,
      "contract_wage_rs": 206283,
      "wage_ratio": 1.001,
      "wage_gap_pct": -0.1
    },
    {
      "state_code": "03",
      "state_name": "Punjab",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 13,
      "est_factories": 45,
      "total_workers": 621,
      "direct_workers": 595,
      "contract_workers": 26,
      "contract_share_pct": 4.2,
      "direct_wage_rs": 163164,
      "contract_wage_rs": 245040,
      "wage_ratio": 1.502,
      "wage_gap_pct": -50.2
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "19",
      "sector_name": "Coke & Refined Petroleum",
      "sample_returns": 4,
      "est_factories": 4,
      "total_workers": 608,
      "direct_workers": 143,
      "contract_workers": 465,
      "contract_share_pct": 76.5,
      "direct_wage_rs": 658360,
      "contract_wage_rs": 282704,
      "wage_ratio": 0.429,
      "wage_gap_pct": 57.1
    },
    {
      "state_code": "34",
      "state_name": "Puducherry",
      "nic2": "11",
      "sector_name": "Beverages",
      "sample_returns": 7,
      "est_factories": 8,
      "total_workers": 606,
      "direct_workers": 201,
      "contract_workers": 405,
      "contract_share_pct": 66.8,
      "direct_wage_rs": 299034,
      "contract_wage_rs": 149450,
      "wage_ratio": 0.5,
      "wage_gap_pct": 50.0
    },
    {
      "state_code": "30",
      "state_name": "Goa",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 9,
      "est_factories": 14,
      "total_workers": 598,
      "direct_workers": 343,
      "contract_workers": 255,
      "contract_share_pct": 42.6,
      "direct_wage_rs": 245950,
      "contract_wage_rs": 184530,
      "wage_ratio": 0.75,
      "wage_gap_pct": 25.0
    },
    {
      "state_code": "10",
      "state_name": "Bihar",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 11,
      "est_factories": 33,
      "total_workers": 584,
      "direct_workers": 530,
      "contract_workers": 54,
      "contract_share_pct": 9.2,
      "direct_wage_rs": 267418,
      "contract_wage_rs": 549793,
      "wage_ratio": 2.056,
      "wage_gap_pct": -105.6
    },
    {
      "state_code": "16",
      "state_name": "Tripura",
      "nic2": "22",
      "sector_name": "Rubber & Plastics",
      "sample_returns": 37,
      "est_factories": 37,
      "total_workers": 582,
      "direct_workers": 241,
      "contract_workers": 341,
      "contract_share_pct": 58.6,
      "direct_wage_rs": 144038,
      "contract_wage_rs": 112294,
      "wage_ratio": 0.78,
      "wage_gap_pct": 22.0
    },
    {
      "state_code": "04",
      "state_name": "Chandigarh",
      "nic2": "24",
      "sector_name": "Basic Metals",
      "sample_returns": 6,
      "est_factories": 12,
      "total_workers": 572,
      "direct_workers": 363,
      "contract_workers": 209,
      "contract_share_pct": 36.6,
      "direct_wage_rs": 211788,
      "contract_wage_rs": 207821,
      "wage_ratio": 0.981,
      "wage_gap_pct": 1.9
    },
    {
      "state_code": "22",
      "state_name": "Chhattisgarh",
      "nic2": "18",
      "sector_name": "Printing & Media",
      "sample_returns": 9,
      "est_factories": 18,
      "total_workers": 563,
      "direct_workers": 425,
      "contract_workers": 138,
      "contract_share_pct": 24.5,
      "direct_wage_rs": 155731,
      "contract_wage_rs": 127969,
      "wage_ratio": 0.822,
      "wage_gap_pct": 17.8
    },
    {
      "state_code": "14",
      "state_name": "Manipur",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 21,
      "est_factories": 21,
      "total_workers": 551,
      "direct_workers": 343,
      "contract_workers": 208,
      "contract_share_pct": 37.7,
      "direct_wage_rs": 89007,
      "contract_wage_rs": 59162,
      "wage_ratio": 0.665,
      "wage_gap_pct": 33.5
    },
    {
      "state_code": "02",
      "state_name": "Himachal Pradesh",
      "nic2": "16",
      "sector_name": "Wood Products",
      "sample_returns": 14,
      "est_factories": 14,
      "total_workers": 543,
      "direct_workers": 410,
      "contract_workers": 133,
      "contract_share_pct": 24.5,
      "direct_wage_rs": 361402,
      "contract_wage_rs": 220547,
      "wage_ratio": 0.61,
      "wage_gap_pct": 39.0
    },
    {
      "state_code": "21",
      "state_name": "Odisha",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 11,
      "est_factories": 12,
      "total_workers": 540,
      "direct_workers": 181,
      "contract_workers": 359,
      "contract_share_pct": 66.5,
      "direct_wage_rs": 118895,
      "contract_wage_rs": 132559,
      "wage_ratio": 1.115,
      "wage_gap_pct": -11.5
    },
    {
      "state_code": "04",
      "state_name": "Chandigarh",
      "nic2": "10",
      "sector_name": "Food Products",
      "sample_returns": 10,
      "est_factories": 11,
      "total_workers": 506,
      "direct_workers": 237,
      "contract_workers": 269,
      "contract_share_pct": 53.2,
      "direct_wage_rs": 256016,
      "contract_wage_rs": 223743,
      "wage_ratio": 0.874,
      "wage_gap_pct": 12.6
    },
    {
      "state_code": "18",
      "state_name": "Assam",
      "nic2": "31",
      "sector_name": "Furniture",
      "sample_returns": 17,
      "est_factories": 51,
      "total_workers": 500,
      "direct_workers": 491,
      "contract_workers": 9,
      "contract_share_pct": 1.8,
      "direct_wage_rs": 135978,
      "contract_wage_rs": 147129,
      "wage_ratio": 1.082,
      "wage_gap_pct": -8.2
    }
  ]
}