The Future of Work, Quantified
Data-driven analysis on AI displacement, labour market risk, and the structural repricing of human intelligence. We track 2,860 occupations across 39 countries so you don't have to guess.
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The Great Reallocation
Where 39 countries worth of labour data says the jobs are actually going
The narrative says AI is destroying jobs. Our data across 39 countries and 2,860 occupations says something more precise and more alarming: AI is not eliminating work — it is rerouting it. The destination is not what most people expect.
Risky Business: Where Jobs Are Most in Danger
Uncovering the alarming divergence in job security across nations
AI Isn't Just Coming for Your Job. It's Here.
Examining AI's invisible hand in the labor market
The Soft Middle Is Collapsing
Your job title sounds important. The data says it is exactly what makes you replaceable.
Ghost GDP
The economy is growing. The paycheques are not. Here is why that math breaks everything.
Europe's Pay Is Shrinking Where It Matters Most
AI is not cutting wages everywhere. It is cutting them in the exact income band that funds the European consumer economy.