Above the South Asia median
India sits above the current South Asia median on average task exposure in the country-conditioned atlas release.
Country diagnostic
India
A guided country diagnostic on automation exposure, trade-facing structure, and service-intensive task exposure.
India sits above the current South Asia median on average task exposure and leans more toward substitution than augmentation, but it does not look like a simple high-exposure frontier case. The strongest signals cluster in travel, payroll, bookkeeping, document handling, and other administrative routines, while the trade-facing layer remains much less intense than in Viet Nam.
India is the first non-Africa country diagnostic because it broadens the atlas story beyond the original East and Southern Africa pair. It also connects directly to the India-Viet Nam comparison, where the core task benchmark stays close while the goods-side layer diverges sharply.
What stands out
Headline takeaways
Substitution leans ahead of augmentation
India tilts more toward substitution than augmentation, which makes it different from the first Kenya-Zambia pair while still stopping short of a simple realized-displacement story.
Administrative and transaction-heavy work dominate
The strongest signals sit in travel, payroll, bookkeeping, order handling, and document-intensive service tasks rather than in a single manufacturing occupation.
Country in context
Peer comparison
Peer set
Metric
Average task exposure
South Asia peers plus the regional median. Average task exposure summarizes the country task bundle under the shared atlas framework.
What stands out
Occupations, industries, and skills
Top occupations
These are the occupations with the strongest modeled exposure signal after transporting tasks through the weighted SOC-to-ISCO bridge.
Technology profile
Technology channels and implementation
Technology channels
These shares describe the dominant technology channel across exposed tasks in the country bundle.
The current public bundle does not surface a stable technology-channel split for this country yet. Use the related comparison and the goods-facing view for the clearest structural read.