Rankings
Curated views into Singapore's AI occupation landscape. Each list slices the data differently to surface distinct insights.
These rankings emerge from a three-layer structural score — a multi-source exposure layer, human bottleneck strength, and Singapore market signals — applied to 562 official occupations. Each list tells a different story about how AI is reshaping work.
All Rankings
Highest Risk
25Top 25 occupations by net displacement risk score
View ranking →Augmented
25Roles where AI augments rather than replaces — high exposure + strong human bottlenecks
View ranking →High Exposure + In Demand
Occupations with significant AI overlap that are still on shortage or in-demand lists
View ranking →High Risk but In-Demand
Occupations with high displacement risk that still appear on official demand lists
View ranking →Theory vs Practice
25Biggest gaps between theoretical AI exposure and observed AI usage from Anthropic data
View ranking →Safest High-Paying
25Low displacement risk with above-median wages — the sweet spot
View ranking →Best Transitions
25Highest-risk occupations with the best transition paths to lower-risk alternatives
View ranking →Rich and Risky
25Highest-paid occupations (SGD 5K+/month) facing high AI displacement risk (30%+)
View ranking →Quarterly Movers
Occupations that changed risk bands since the last quarterly snapshot
View ranking →Top 5 Highest Risk
Preview of the highest displacement risk scores
See full list →Top 5 Augmented
Roles where AI augments rather than replaces
See full list →Top 5 Safest High-Paying
Low displacement risk with above-median wages
See full list →