Education
Figure: Adoption is widespread but uneven, with a 37-point gap between Estonia and Türkiye. Related Articles: AI in Higher Education: Why Univers
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Note: The share of BA holders among new hires changed only modestly after degree requirements were removed. Related Articles: Superhuman Labor and the New Mean
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Note: AI produced the largest productivity gains among newer workers, with little measurable effect after a year of tenure. Related Articles: Superhuman Labor
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Note: Technicians, trades and professional occupations account for 123 of the 139 persistent shortages. Related Articles: Australian Student
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Note: The standard student visa charge more than tripled between 2024 and 2026. Related Articles: Australian Student Visa Fees Are Pricing Out
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Note: A stronger result for the AI tutor than for the classroom but the gain shrinks once a plain non-AI active-learning comparison enters the picture. Related Articles:
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Note: Absenteeism never returned to its pre-pandemic floor, the backdrop against which Alpha School frames its case for AI-led instruction. Related Articles:
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Large firms employ most U.S.
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Accounting for costs and worker differences more than doubles the model’s explanatory power. Related Articles: Jevons Paradox and AI Adopti
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High-income economies capture overwhelmingly more measurable AI value. Related Articles: Korea’s AI Paradox: High Adoption, Low Productivity | The
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Reported AI productivity gains consistently exceed what firms' underlying revenue and employment data imply, across every sector surveyed. Related Articles:
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Data-processing and telecom employment climb through year four, dip, then recover by year six after a hyperscale opening. Related Articles: The
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Same technology, two paths.
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Longevity outcomes are built from four channels working together, not from any single event. Related Articles: [Longevity and Inequality] When
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Qualifications show a stronger association with employment than certification alone. Related Articles: The Training Gap Behind the Rise of SuperHuman Labo
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A containment failure became economically meaningful once it offered public evidence of OpenAI’s frontier cyber capability. Related Articles: Agentic AI H
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AI productivity has expanded faster than the testing, skills and governance needed to control it. Related Articles: Cognitive Outsourcing at Work: Why AI
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Evaluation is the main risk point, where greater trust in AI is associated with less critical scrutiny. Related Articles: Cognitive Outsourcing at Work: W
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Note: Accurate peer information changes managers’ beliefs and raises planned AI investment by 1.8 percentage points. Related article: Europe’s AI Bo
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Note: Europe’s average worker AI use trails the United States by 11 percentage points, with a much wider gap in Italy. Related article: Europe’s AI B
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