Data-Driven
We combine O*NET attributes with official labour data and our in-house model to turn complex signals into clear, comparable rankings.
Explore data-driven rankings of occupations by automation risk, wages, growth and more.
Our rankings turn occupation attributes and labour-market data into clear, comparable lists. They’re designed to help students, professionals and policymakers make informed decisions without overstating certainty.
We combine O*NET attributes with official labour data and our in-house model to turn complex signals into clear, comparable rankings.
This estimates how exposed each role is to AI and robotics; where available, community votes appear alongside the model for context.
A single 0–10 rating that blends pay, projected growth, job volume and risk so you can scan and compare occupations at a glance.
Use filters for pay, growth and risk, then sort ascending or descending to focus on roles that match your goals and constraints.
We refresh inputs when O*NET and official series update, so results stay current as labour markets and technologies evolve.