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BigQuery ML State Performance Leaderboard
Trained via unsupervised PCA (Principal Component Analysis) on official Gross State Domestic Product, Per Capita Income, Sustainable Development Goals Progress, Literacy, and Unemployment rates.
1
Top Performer (Rank #1)
Sikkim
BigQuery ML PCA Score: 3.1317
Why Top: Leader in organic farming, high per capita income, and eco-tourism, though limited industrial scale.
37
Lowest Performer (Rank #37)
Madhya Pradesh
BigQuery ML PCA Score: -2.6543
Why Bottom: Huge agricultural growth (wheat exports) and forest reserve areas, but struggles with infant mortality.
| Rank | State / UT Name | BigQuery ML PCA Score | Gross State Domestic Product | Per Capita Income | Sustainable Development Goals Score | Literacy Rate | Unemployment Rate | Performance Insight / Why? |
|---|---|---|---|---|---|---|---|---|
| 1 | Sikkim | +3.1317 | ₹0.4L Cr | ₹4,95,000 | 71 | 81.4% | 4.9% | Highest PCA score. Leader in organic farming, high per capita income, and eco-tourism, though limited industrial scale. |
| 2 | Goa | +2.9041 | ₹0.9L Cr | ₹5,20,000 | 72 | 88.7% | 8.2% | Extremely high Per Capita Income driven by tourism, strong service sectors, and high literacy levels. |
| 3 | Chandigarh | +2.3831 | ₹0.5L Cr | ₹3,40,000 | 72 | 86.0% | 6.4% | Planned urban layout, clean green cover, and high literacy, but small territorial economic volume. |
| 4 | Delhi | +1.8212 | ₹10.4L Cr | ₹4,44,000 | 78 | 86.2% | 5.2% | Highest Per Capita Income in the country, strong urban service economy, and excellent public school and health clinic infrastructure. |
| 5 | Kerala | +1.6335 | ₹10.0L Cr | ₹2,30,000 | 75 | 96.2% | 7.8% | National leader in literacy, healthcare accessibility, low infant mortality, and high human development index (HDI). |
| 6 | Tamil Nadu | +1.4104 | ₹24.8L Cr | ₹2,75,000 | 74 | 80.1% | 5.5% | Highly industrialized economy, excellent credit-deposit ratio, and balanced performance in social welfare schemes. |
| 7 | Puducherry | +1.4057 | ₹0.45L Cr | ₹2,20,000 | 70 | 85.8% | 7.1% | High literacy and urban development indicators, but heavily reliant on tourism and central grants. |
| 8 | Karnataka | +0.8857 | ₹22.6L Cr | ₹3,02,000 | 72 | 77.2% | 4.2% | Technology and innovation hub of India, robust GSDP growth, and strong corporate tax collections. |
| 9 | Andaman and Nicobar Islands | +0.7908 | ₹0.1L Cr | ₹2,10,000 | 67 | 86.6% | 5.8% | High forest cover and strategic maritime importance, but isolated geographic location and lack of scale. |
| 10 | Telangana | +0.7718 | ₹14.0L Cr | ₹3,08,000 | 69 | 72.8% | 6.1% | High Per Capita Income, booming software exports in Hyderabad, and advanced irrigation initiatives. |
| 11 | Punjab | +0.7626 | ₹6.8L Cr | ₹1,82,000 | 68 | 75.8% | 6.8% | Agricultural leader, but facing slow industrial diversification and rising debt-to-GSDP ratios. |
| 12 | Dadra and Nagar Haveli | +0.7415 | ₹0.2L Cr | ₹1,60,000 | 62 | 76.2% | 4.8% | Strong manufacturing tax concessions, but low local integration and small overall geographic impact. |
| 13 | Himachal Pradesh | +0.7294 | ₹2.1L Cr | ₹2,22,050 | 74 | 82.8% | 6.3% | High SDG indicators, robust clean hydropower energy surplus, and strong community health initiatives. |
| 14 | Uttarakhand | +0.6898 | ₹3.2L Cr | ₹2,33,000 | 69 | 78.8% | 5.1% | Strong tourism and hydel sectors, but faces challenging hilly terrain and environmental vulnerability. |
| 15 | Haryana | +0.5698 | ₹10.7L Cr | ₹2,96,000 | 67 | 75.6% | 9.2% | Industrial hub in Gurugram, high average income, but let down by high urban unemployment rate. |
| 16 | Gujarat | +0.5669 | ₹22.6L Cr | ₹2,73,000 | 69 | 78.0% | 3.8% | Manufacturing and export powerhouse, lowest unemployment rate in the country, but has room for improvement in maternal health. |
| 17 | Mizoram | +0.5626 | ₹0.3L Cr | ₹1,98,000 | 68 | 91.3% | 4.5% | Second highest literacy rate in India and clean mountain cover, but lacks industrial base. |
| 18 | Manipur | +0.3885 | ₹0.4L Cr | ₹1,12,000 | 64 | 76.9% | 9.0% | Strong sports culture and handicraft sectors, but affected by geographical isolation and public order concerns. |
| 19 | Tripura | +0.3765 | ₹0.7L Cr | ₹1,55,000 | 65 | 87.2% | 7.5% | Good literacy levels and rubber plantations, but remote location in Northeast limits manufacturing growth. |
| 20 | Andhra Pradesh | +0.1175 | ₹13.1L Cr | ₹2,19,000 | 69 | 67.4% | 5.9% | Strong agricultural economy and marine exports, but faces high public debt and low literacy rates. |
| 21 | Maharashtra | +0.0728 | ₹38.8L Cr | ₹2,42,000 | 70 | 82.3% | 4.8% | Largest state economy in India (financial capital), strong industrial output, but pulls down average in rural segments. |
| 22 | Lakshadweep | +0.0021 | ₹0.04L Cr | ₹1,40,000 | 62 | 91.8% | 11.0% | High literacy and pristine marine ecology, but highly isolated geographically with extremely high unemployment. |
| 23 | Daman and Diu | -0.1100 | ₹0.08L Cr | ₹2,10,000 | 61 | 78.8% | 5.2% | Small island territory with local industrial setup, but limited overall economic scale. |
| 24 | West Bengal | -0.1791 | ₹17.0L Cr | ₹1,41,000 | 62 | 76.3% | 5.9% | Large cultural and MSME manufacturing economy, but low Per Capita Income relative to its GDP size. |
| 25 | Jammu and Kashmir | -0.2340 | ₹2.2L Cr | ₹1,30,000 | 66 | 67.2% | 10.5% | Renowned tourism sector and horticulture, but constrained by historical security and unemployment challenges. |
| 26 | Ladakh | -0.6461 | ₹0.08L Cr | ₹1,15,000 | 60 | 77.3% | 9.5% | Unique tourism and carbon-neutral goals, but extremely cold desert terrain and lack of local industrial scale. |
| 27 | Nagaland | -0.8135 | ₹0.35L Cr | ₹1,35,000 | 63 | 79.6% | 12.4% | Rich cultural tourism and forest cover, but high youth unemployment rates and lack of large industries. |
| 28 | Rajasthan | -1.2912 | ₹15.2L Cr | ₹1,56,000 | 60 | 66.1% | 6.5% | Leader in tourism, solar energy, and heritage hospitality, but pulled down by low female literacy and dry water resources. |
| 29 | Assam | -1.7974 | ₹5.7L Cr | ₹1,21,000 | 57 | 72.2% | 6.4% | Largest economy in Northeast (tea, petroleum), but frequent Brahmaputra floods cause annual resource drain. |
| 30 | Arunachal Pradesh | -1.8543 | ₹0.35L Cr | ₹1,95,000 | 65 | 65.4% | 5.2% | Highest relative forest cover in India, but limited physical infrastructure and industrial connectivity. |
| 31 | Jharkhand | -2.0073 | ₹4.2L Cr | ₹91,000 | 56 | 66.4% | 8.1% | Mineral hub (coal, iron), but suffers from low Per Capita Income, high multidimensional poverty, and low literacy. |
| 32 | Uttar Pradesh | -2.0209 | ₹24.4L Cr | ₹83,000 | 55 | 67.7% | 6.2% | Massive scale with rapid highway and infrastructure growth, but low Per Capita Income due to a huge population base. |
| 33 | Odisha | -2.0698 | ₹7.9L Cr | ₹1,50,000 | 61 | 72.9% | 5.3% | Mineral rich and hub for metals, but large rural coastal population remains vulnerable to climate disasters. |
| 34 | Bihar | -2.1406 | ₹8.6L Cr | ₹54,000 | 52 | 61.8% | 9.8% | Lowest Per Capita Income, high population density, and low literacy levels. However, it is currently recording the fastest agricultural and infrastructure growth rates in recent years. |
| 35 | Meghalaya | -2.4003 | ₹0.42L Cr | ₹1,02,000 | 60 | 74.4% | 6.0% | High rainfall and mineral reserves, but let down by poor rural connectivity and low average incomes. |
| 36 | Chhattisgarh | -2.4993 | ₹5.1L Cr | ₹1,33,000 | 56 | 70.3% | 7.2% | Major steel and power producer, but high tribal population requires deeper social welfare and literacy outreach. |
| 37 | Madhya Pradesh | -2.6543 | ₹13.6L Cr | ₹1,40,000 | 58 | 69.3% | 3.9% | Huge agricultural growth (wheat exports) and forest reserve areas, but struggles with infant mortality. |