AI artifacts / labour data
Bharat Work Atlas
A high-signal data artifact for exploring workforce scale, earnings signals, and occupational structure across India.
Occupation Treemap
Tile size is estimated workers. Color shows the active layer.
Top Occupations
Largest visible NCO groups.
Data disclaimer / credits
Independent Research Artifact
This visualizer is an independent, non-official project for research and learning. It is not produced, endorsed, certified, or reviewed by the Government of India, MoSPI, NSSO, or the PLFS team.
The labour-market aggregates shown here are derived from PLFS 2023-24 public-use microdata downloaded from the Government of India Microdata Catalogue. Raw microdata is not redistributed in this project; the app displays derived local aggregates only.
Official PLFS publications, MoSPI/NSSO documentation, and the source catalogue remain the authoritative references. Any processing errors, interpretation mistakes, modeled AI exposure scores, or visualization choices are solely ours.
MoSPI's Microdata Portal disclaimer states that MoSPI disclaims liability or responsibility arising from use of the portal or its contents. This project should not be treated as legal advice.