Guides
Short guides, no hype
✓ Every claim links to a real source
Five tools to check career claims
4 min · 5 sources
Any claim worth acting on can be checked.
How to pick your first AI skill
3 min · 3 sources
Pick one skill, next to a strength.
How to spot a realistic next move
4 min · 3 sources
A real move shares ground with yours.
Why your strengths beat any score
3 min · 3 sources
What you're best at is hardest to automate.
How to read an AI risk score
4 min · 4 sources
Start with the research, not the headlines.
Where these come from
O*NET Related Occupations (occupational similarity data)
U.S. Department of Labor / O*NET
View the official dataWhy Are There Still So Many Jobs? The History and Future of Workplace Automation (Autor, 2015)
Journal of Economic Perspectives — peer-reviewed
Read the researchThe Growing Importance of Social Skills in the Labor Market (Deming, 2015)
National Bureau of Economic Research
Read the researchRanking occupations by their proximity to workers' profiles (2024)
Swiss Journal of Economics and Statistics — peer-reviewed
Read the researchThe Future of Employment: How Susceptible Are Jobs to Computerisation? (Frey & Osborne)
Oxford Martin School, University of Oxford
Read the researchOccupational, industry, and geographic exposure to artificial intelligence (Felten, Raj & Seamans, 2021)
Strategic Management Journal — peer-reviewed
Read the research