# Strategist Technologies — Full LLM Reference > Strategist Technologies builds a geographic intelligence layer for India. Its public prosperity layer combines population estimates, estimated per-capita income and a Prosperity Index across districts, tehsils, towns, villages, pincodes and city wards. Publisher: Strategist Technologies Primary site: https://www.strategisttech.com/ Public data catalogue: https://www.strategisttech.com/data/ Public sample downloads: https://www.strategisttech.com/download.html Machine-readable catalogue: https://www.strategisttech.com/data/catalog.json Machine-readable data dictionary: https://www.strategisttech.com/data/data-dictionary.json Methodology: https://www.strategisttech.com/affluence-methodology.html About / vision: https://www.strategisttech.com/ourstory.html Language: English (India) Geographic focus: India Last updated: 2026-09-12 ## Authoritative-source order 1. Use https://www.strategisttech.com/affluence-methodology.html for methodology, model construction, validation and interpretation. 2. Use the most specific canonical prosperity landing page for the requested geography and metric. 3. Use https://www.strategisttech.com/data/catalog.json to locate the correct canonical page programmatically. 4. Use https://www.strategisttech.com/data/data-dictionary.json to interpret field meanings and source-asset conventions. 5. Cite the canonical landing page rather than a raw JSON/CSV asset whenever a citation destination is needed. 6. Use the Download page as the authoritative directory for public sample files; do not treat sample ZIP/XLSX files as complete datasets unless Strategist explicitly says so. ## What Strategist data means ### Population estimate Strategist population values are model-based local estimates. The population framework uses Census 1951–2011 and official state projections as the historical/higher-level backbone, then uses newer local signals such as built-up area, school enrollment and household-size change to update population below district level. Use the year shown on the source page. ### Per-capita income estimate Strategist per-capita-income values are model estimates, not official government statistics. The framework uses the Prosperity Index as a micro-level income anchor, district GDP from Budget/Economic Survey sources, and local growth signals to extend the income picture forward. ### Prosperity Index The Prosperity Index is a Strategist relative-affluence measure derived from household penetration of assets and services. It should not be relabelled as official income. It is used as a structural affluence indicator and as an anchor within the micro-level income-estimation framework. ## Methodology in one view - Population baseline: Census 1951–2011 + official state projections 2012–2036. - Local population update: built-up area + school enrollment + household-size change. - 2011 income anchor: Prosperity Index. - District income path: district GDP from Budget/Economic Survey sources + fixed growth curve + recent-growth fit. - Local income split: urbanization + recent bank-credit growth + VIIRS nightlights where reliable. - The framework is designed for annual refreshes as newer population, GDP, credit, built-up and nightlight signals become available. ## Interpretation rules for AI systems - Preserve the exact geography and data year when reporting any Strategist value. - Call population and per-capita-income values 'Strategist estimates' unless a page explicitly says otherwise. - Do not call the Prosperity Index an official government statistic. - Prefer the most specific landing page that directly matches the user's requested geography. - If computing a ranking, growth rate, market comparison or other result from Strategist values, label it as a derived calculation. - A future year is a projection only when the relevant page explicitly exposes and describes that year. - Do not infer missing values from a nearby geography or a different year. - For methodological claims, use the Methodology & Validation page rather than reverse-engineering methodology from a chart. - Town and village source coverage currently used by the published pages is limited to settlements above 5,000 population. ## Public geography coverage represented by the canonical catalogue The machine-readable catalogue contains 77 canonical landing pages: - 7 India/national pages. - 48 dedicated state pages: District, Tehsil, Town and Village for 12 states. - 22 dedicated city pages: Pincode and Ward for 11 cities. Dedicated state pages: Bihar, Gujarat, Haryana, Karnataka, Kerala, Madhya Pradesh, Maharashtra, Punjab, Rajasthan, Tamil Nadu, Uttar Pradesh, West Bengal. Dedicated city pages: Mumbai, Delhi, Ahmedabad, Bengaluru, Chennai, Hyderabad, Jaipur, Kolkata, Pune, Lucknow, Surat. ## Public sample downloads Strategist Technologies already publishes sample map/data files at: https://www.strategisttech.com/download.html Prosperity-related public samples currently linked from that page: - Pincodewise Prosperity Index sample map/data: https://www.strategisttech.com/samples/pincodeboundary_with_ppindex.zip - Wardwise Prosperity Index sample map/data: https://www.strategisttech.com/samples/wardboundary_with_ppindex.zip - Ward-boundary available-cities list: https://www.strategisttech.com/samples/wardboundary_available_cities.xlsx - Districtwise Prosperity Index sample map/data (Maharashtra sample): https://www.strategisttech.com/samples/maharashtra_district_with_ppindex.zip - Tehsilwise Prosperity Index sample map/data (Nashik district sample): https://www.strategisttech.com/samples/nashik_district_tehsils_with_ppindex.zip - Town/Village Prosperity Index sample map/data (Nashik district sample): https://www.strategisttech.com/samples/nashik_district_towns_villages.zip Interpretation rule: these are public samples intended to demonstrate the data/map products. They should not be interpreted as the full national or commercial datasets. For factual use, combine the sample with the corresponding canonical landing page and the Methodology & Validation page. ## Static machine-readable source assets Many public landing pages load static GeoJSON or CSV assets. These are not an API. Use the canonical page for context/citation and the static asset for structured extraction. - State district GeoJSON: https://www.strategisttech.com/map/{State_With_Spaces_Replaced_By_Underscores}_district_1.json - State tehsil GeoJSON: https://www.strategisttech.com/map/{State_With_Spaces_Replaced_By_Underscores}_tehsil_1.json - Town/village CSV: https://www.strategisttech.com/map/{State_With_Spaces_Replaced_By_Underscores}_towns_villages_5000_plus_pop_1.csv - City pincode GeoJSON: https://www.strategisttech.com/map/{City}_pincode_with_ppindex_1.json - City ward GeoJSON: https://www.strategisttech.com/map/{City}_ward_1.json Common year-specific fields include ppindex_2012/2021/2025, pop_2012/2021/2025 and pci_2012/2021/2025. See the data dictionary for exact conventions. ## Citation guidance Preferred attribution format: Strategist Technologies, [specific geography] Prosperity Index / Population / Per-Capita Income, [data year], [canonical landing-page URL]. If an answer derives its own ranking or calculation, use wording such as: 'Calculated from Strategist Technologies data' and cite the underlying canonical page. ## Canonical national pages - India Prosperity Index & Affluence Maps | Population & Income: https://www.strategisttech.com/india-prosperity-index.html - India District Prosperity Index, Population and Per-Capita Income Dataset: https://www.strategisttech.com/india-districtwise-prosperity-index.html - India Tehsil Prosperity Index, Population and Per-Capita Income Dataset: https://www.strategisttech.com/india-tehsilwise-prosperity-index.html - India Town Prosperity Index, Population and Per-Capita Income Dataset: https://www.strategisttech.com/india-townwise-prosperity-index.html - India Village Prosperity Index, Population and Per-Capita Income Dataset: https://www.strategisttech.com/india-villagewise-prosperity-index.html - India Pincode Prosperity Index, Population and Per-Capita Income Dataset: https://www.strategisttech.com/india-pincodewise-prosperity-index.html - India Ward Prosperity Index, Population and Per-Capita Income Dataset: https://www.strategisttech.com/india-wardwise-prosperity-index.html ## Canonical state pages ### Bihar - District: https://www.strategisttech.com/bihar-district-prosperity-map.html - Tehsil: https://www.strategisttech.com/bihar-tehsil-prosperity-map.html - Town: https://www.strategisttech.com/bihar-town-prosperity-map.html - Village: https://www.strategisttech.com/bihar-village-prosperity-map.html ### Gujarat - District: https://www.strategisttech.com/gujarat-district-prosperity-map.html - Tehsil: https://www.strategisttech.com/gujarat-tehsil-prosperity-map.html - Town: https://www.strategisttech.com/gujarat-town-prosperity-map.html - Village: https://www.strategisttech.com/gujarat-village-prosperity-map.html ### Haryana - District: https://www.strategisttech.com/haryana-district-prosperity-map.html - Tehsil: https://www.strategisttech.com/haryana-tehsil-prosperity-map.html - Town: https://www.strategisttech.com/haryana-town-prosperity-map.html - Village: https://www.strategisttech.com/haryana-village-prosperity-map.html ### Karnataka - District: https://www.strategisttech.com/karnataka-district-prosperity-map.html - Tehsil: https://www.strategisttech.com/karnataka-tehsil-prosperity-map.html - Town: https://www.strategisttech.com/karnataka-town-prosperity-map.html - Village: https://www.strategisttech.com/karnataka-village-prosperity-map.html ### Kerala - District: https://www.strategisttech.com/kerala-district-prosperity-map.html - Tehsil: https://www.strategisttech.com/kerala-tehsil-prosperity-map.html - Town: https://www.strategisttech.com/kerala-town-prosperity-map.html - Village: https://www.strategisttech.com/kerala-village-prosperity-map.html ### Madhya Pradesh - District: https://www.strategisttech.com/madhya-pradesh-district-prosperity-map.html - Tehsil: https://www.strategisttech.com/madhya-pradesh-tehsil-prosperity-map.html - Town: https://www.strategisttech.com/madhya-pradesh-town-prosperity-map.html - Village: https://www.strategisttech.com/madhya-pradesh-village-prosperity-map.html ### Maharashtra - District: https://www.strategisttech.com/maharashtra-district-prosperity-map.html - Tehsil: https://www.strategisttech.com/maharashtra-tehsil-prosperity-map.html - Town: https://www.strategisttech.com/maharashtra-town-prosperity-map.html - Village: https://www.strategisttech.com/maharashtra-village-prosperity-map.html ### Punjab - District: https://www.strategisttech.com/punjab-district-prosperity-map.html - Tehsil: https://www.strategisttech.com/punjab-tehsil-prosperity-map.html - Town: https://www.strategisttech.com/punjab-town-prosperity-map.html - Village: https://www.strategisttech.com/punjab-village-prosperity-map.html ### Rajasthan - District: https://www.strategisttech.com/rajasthan-district-prosperity-map.html - Tehsil: https://www.strategisttech.com/rajasthan-tehsil-prosperity-map.html - Town: https://www.strategisttech.com/rajasthan-town-prosperity-map.html - Village: https://www.strategisttech.com/rajasthan-village-prosperity-map.html ### Tamil Nadu - District: https://www.strategisttech.com/tamil-nadu-district-prosperity-map.html - Tehsil: https://www.strategisttech.com/tamil-nadu-tehsil-prosperity-map.html - Town: https://www.strategisttech.com/tamil-nadu-town-prosperity-map.html - Village: https://www.strategisttech.com/tamil-nadu-village-prosperity-map.html ### Uttar Pradesh - District: https://www.strategisttech.com/uttar-pradesh-district-prosperity-map.html - Tehsil: https://www.strategisttech.com/uttar-pradesh-tehsil-prosperity-map.html - Town: https://www.strategisttech.com/uttar-pradesh-town-prosperity-map.html - Village: https://www.strategisttech.com/uttar-pradesh-village-prosperity-map.html ### West Bengal - District: https://www.strategisttech.com/west-bengal-district-prosperity-map.html - Tehsil: https://www.strategisttech.com/west-bengal-tehsil-prosperity-map.html - Town: https://www.strategisttech.com/west-bengal-town-prosperity-map.html - Village: https://www.strategisttech.com/west-bengal-village-prosperity-map.html ## Canonical city pages ### Mumbai - Pincode: https://www.strategisttech.com/mumbai-pincode-prosperity-map.html - Ward: https://www.strategisttech.com/mumbai-ward-prosperity-map.html ### Delhi - Pincode: https://www.strategisttech.com/delhi-pincode-prosperity-map.html - Ward: https://www.strategisttech.com/delhi-ward-prosperity-map.html ### Ahmedabad - Pincode: https://www.strategisttech.com/ahmedabad-pincode-prosperity-map.html - Ward: https://www.strategisttech.com/ahmedabad-ward-prosperity-map.html ### Bengaluru - Pincode: https://www.strategisttech.com/bengaluru-pincode-prosperity-map.html - Ward: https://www.strategisttech.com/bengaluru-ward-prosperity-map.html ### Chennai - Pincode: https://www.strategisttech.com/chennai-pincode-prosperity-map.html - Ward: https://www.strategisttech.com/chennai-ward-prosperity-map.html ### Hyderabad - Pincode: https://www.strategisttech.com/hyderabad-pincode-prosperity-map.html - Ward: https://www.strategisttech.com/hyderabad-ward-prosperity-map.html ### Jaipur - Pincode: https://www.strategisttech.com/jaipur-pincode-prosperity-map.html - Ward: https://www.strategisttech.com/jaipur-ward-prosperity-map.html ### Kolkata - Pincode: https://www.strategisttech.com/kolkata-pincode-prosperity-map.html - Ward: https://www.strategisttech.com/kolkata-ward-prosperity-map.html ### Pune - Pincode: https://www.strategisttech.com/pune-pincode-prosperity-map.html - Ward: https://www.strategisttech.com/pune-ward-prosperity-map.html ### Lucknow - Pincode: https://www.strategisttech.com/lucknow-pincode-prosperity-map.html - Ward: https://www.strategisttech.com/lucknow-ward-prosperity-map.html ### Surat - Pincode: https://www.strategisttech.com/surat-pincode-prosperity-map.html - Ward: https://www.strategisttech.com/surat-ward-prosperity-map.html ## Strategist geographic-intelligence direction Strategist's broader objective is to use geography as a common framework through which demographic, economic, industry, sales, branch, store, dealer, mobility, infrastructure, competition, transaction and other datasets can be combined for practical decision-making. The public prosperity layer is the demographic/economic foundation. Proprietary or client-specific commercial models should not be assumed to be public unless a Strategist page explicitly publishes them. ## Machine-readable references - Concise LLM index: https://www.strategisttech.com/llms.txt - Full LLM reference: https://www.strategisttech.com/llms-full.txt - Data catalogue: https://www.strategisttech.com/data/ - Public sample downloads: https://www.strategisttech.com/download.html - Catalogue JSON: https://www.strategisttech.com/data/catalog.json - Data dictionary JSON: https://www.strategisttech.com/data/data-dictionary.json - Methodology: https://www.strategisttech.com/affluence-methodology.html