Research
Long-form analysis grounded in indicators.
Each piece connects specific indicators to a broader meta-index narrative. Every claim is traceable back to its source.
France's AI Anxiety Gap: Why Fear Is Outrunning the Data
Unemployment is falling and youth joblessness is easing, yet French workers report some of the highest AI-related job anxiety on record — a mismatch that may shape policy more than displacement itself.
France's unemployment is easing, but AI job anxiety among workers is near-universal. The gap between perception and labor-market reality is becoming a policy problem in itself.
The Quiet Reckoning: What Germany's Mental Health Data Actually Shows
A suicide rate above its European peers, a third of workers burned out, and a therapy system that keeps patients waiting — the gap between Germany's welfare state and its psychological reality
Germany's suicide rate of 12.9 per 100,000 sits above the European Union average, even as the country posts robust social spending. The data reveals a persistent gap between institutional provision and psychological reality.
More analysis
The Automation Cliff: How AI Is Reshaping Brazil's Labor Market
· 10 min
Brazilian workers register near-maximum AI job anxiety scores in 2026, even as official unemployment sits at a moderate 7.4%. The gap between what workers fear and what policymakers have prepared for is the central risk.
Italy's AI Anxiety Problem: When Structural Fragility Meets Technological Disruption
· 10 min
Italy enters the AI labor transition with an AI job anxiety score of 79.8—translating to a near-maxed stress reading of 99.7—while 20.6% of its young workers remain structurally locked out of the economy.
The 1.1 Problem: Spain's Fertility Crisis and the Long Reckoning Ahead
· 9 min
Spain's fertility rate has collapsed to 1.1 births per woman — nearly half the 2.1 replacement level — setting off a slow-motion demographic contraction whose economic and social consequences are only beginning to materialize.
Spain's Automation Anxiety: When a Vulnerable Labor Market Meets the AI Wave
· 10 min
Spain's ai-job-anxiety reading of 79.8 maps to a stress score of 99.7 out of 100—near the absolute ceiling. For a labor market already carrying chronic structural weaknesses, the timing of AI disruption could not be more consequential.
The Automation Paradox: South Korea's Workers Fear a Disruption That Has Not Yet Arrived
· 10 min
South Korea's unemployment sits at a benign 2.7%, yet its AI job anxiety index has nearly maxed out at 79.8. Understanding that gap is the central question for one of the world's most roboticized economies.
Germany's Empty Cradles: The Slow Arithmetic of Demographic Decline
· 9 min
Germany's fertility rate of 1.36 births per woman sits nearly a third below the replacement threshold of 2.1. The consequences are not coming — they are already embedded in the age structure of a nation whose workforce will contract for decades regardless of what happens next.
The Calm Before the Algorithm: Japan's Hidden AI Employment Crisis
· 10 min
Japan's unemployment rate sits at 2.45% — among the lowest in the developed world — yet its AI job anxiety index registers 79.8 out of 100, near-maximum stress. The numbers tell two different stories about the same future.
The Automation Fault Line: Britain's AI Job Anxiety and What the Numbers Actually Show
· 9 min
British workers are among the world's most anxious about AI displacing their jobs — with anxiety indices near saturation — yet the headline unemployment rate remains a calm 4.7%. That gap tells the real story.
The Automation Reckoning: AI Job Displacement and the American Labor Market
· 9 min
America's AI job anxiety has hit a near-maximum stress score of 99.7 out of 100 — even as headline unemployment sits at 4.2%. The gap between statistical calm and lived dread may be the defining economic tension of the decade.
Germany's Anxiety Paradox: Why Near-Full Employment Isn't Calming AI Fears
· 10 min
Germany posts one of the EU's lowest unemployment rates at 3.8%, yet its AI job anxiety index has reached 79.8 — near the top of the global scale. The gap between today's calm labor market and tomorrow's automation risk is Germany's defining economic challenge.