Evidence-based framework analyzing AI's transformative impact on work, education, and economic value. Research-backed insights, interactive tools, and actionable strategies for navigating institutional lag in the age of AI.
Jobs requiring math skills drop from 76% to 26% by 2030
AI-augmented workers show 3-5x output gains in knowledge work
Swiss apprenticeship system achieves lowest youth unemployment
Research-backed charts across education, workforce, economics
Evidence-based frameworks for different stakeholder groups
For educators: Transform pedagogy before institutions catch up. Apprenticeship models show 2.8 year faster workforce integration.
View Education Data →For workers: Capture time dividends while institutions lag. TPI calculator quantifies your AI productivity gains.
Calculate Your TPI →For enterprises: Shift from credentials to demonstrated capability. Swiss model shows 9.1/10 innovation score.
View Workforce Analysis →For policymakers: Use institutional lag as strategic opportunity. Economic data shows time-based GDP blindness.
View Economic Impact →For individuals: Opt into 2030 or remain in 2019. Data shows clear divergence in outcomes and opportunities.
Download Framework →55+ visualizations from peer-reviewed sources: OECD, World Bank, McKinsey, academic journals, government data.
Browse All Visualizations →Research-backed visualizations across 5 categories
Quantify AI impact with evidence-based frameworks
Calculate your AI productivity multiplier and time dividend. Quantify hidden value gains for performance reviews and negotiations.
Compare traditional vs apprenticeship education systems across 8 metrics: employment, satisfaction, mobility, innovation.
Explore the evidence across multiple dimensions
The 2030 discontinuity is not a problem to solve—it's an opportunity to seize. Which strategic response fits your role?
