Country Story
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.
Where it sits
Where does India sit?
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.
Peer comparison
Compared to the peer group
South Asia peers plus the regional median.
Exposure profile
What kind of exposure?
High-exposure tasks account for 10.3% of India's task bundle. Substitution-oriented exposure is 17.6%, while augmentation-oriented exposure is 4.0%. This matters for how the results are interpreted: 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.
Top occupations
Which occupations stand out?
The strongest modeled signals in India sit in Billing and Posting Clerks. These are the occupations with the strongest modeled exposure signal after transporting tasks through the weighted SOC-to-ISCO bridge.
Technology mix
Which technology channels dominate?
These shares describe the dominant technology channel across exposed tasks in the country bundle.
Key takeaways
What does this mean for India?
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.
Keep exploring
Ready to go deeper?
The full interactive case study lets you explore peer comparisons, switch metrics, and browse occupations, industries, and skills in detail.
Where India sits
Average task exposure summarizes the country task bundle under the shared atlas framework.