Global

Structural baseline

Comparable AI pressure scores for every occupation, before country-specific wages or demand data. Country pages add local evidence on top.

Core formula

structural_pressure = exposure × (1 - bottleneck)

headline_risk = structural_pressure × (1 - country_demand_resilience)

Country rollout

United States

ready

BLS OEWS · BLS ORS · BLS CPS demographics · BLS Skills Data · BLS OOH · BLS employment projections · O*NET

United Kingdom

research

ONS SOC 2020 · ONS labour demand volumes · vacancy series

Canada

research

StatsCan NOC · Job Bank outlook methodology · vacancy series

Singapore

live

MOM wages · MOM labour force tables · SOL / Jobs in Demand