AI Labor Market Impact Analysis
Historical Unemployment Trend
Labor Market Health
Employment by Sector
Real Economic Metrics
Actual government data from BLS, FRED, Census, and other official sources
Data Sources & Methodology
Real AI Indicators (Current Data)
Verified SourcesHypothetical AI Impact Indicators
Research-based metrics that would measure AI's labor market impact if tracked systematically
Research Sources & Methodology
No Simulation Run Yet
Configure your scenario parameters and click "Run Simulation" to see projected impacts.
Scenario Comparison
Compare up to 3 scenarios side-by-side to analyze different outcomes
No Scenarios to Compare
Run simulations and click "Add to Comparison" to compare scenarios side-by-side.
Occupation-Level AI Impact Analysis
Explore how AI may impact specific occupations based on O*NET task analysis
Sector Automation Exposure
| Sector | Employment | Automation Exposure | Risk Level | Jobs at Risk |
|---|
Employment by Risk Level
Jobs at Risk Summary
⚙️ Sector Weight Adjustments
Available Policy Interventions
🧬 Agent-Based Labor Market Simulation
Simulate millions of individual workers and firms making autonomous decisions. Track how economic conditions shift political support for policy interventions.
Simulation Scale
Initial Conditions
Policy Interventions
AI Analysis
AI-powered analysis is available for all simulation results
Google Gemini AI
Generates summaries and insights from your simulation results
AI analysis is powered by Google's Gemini model and is available to all users. Use the "Advanced AI Simulation" button or view AI insights in your simulation results.
Usage Statistics
Track your AI analysis usage
Economic Data Status
Data is automatically updated daily from BLS and FRED
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Economic data from BLS and FRED is automatically fetched daily via GitHub Actions and made available to all users. No API key required.
Data Privacy & Storage
Economic Data: Live economic data from BLS and FRED is automatically fetched daily via GitHub Actions and cached for all users. No API keys required.
API Keys: Your Gemini API key (if configured) is stored locally in your browser's localStorage. It is only sent to Google's API servers for AI analysis.
Simulations: Your saved simulations and settings are stored locally in your browser.
Clearing Data: Use your browser's "Clear site data" feature to remove all stored data, or use the "Clear" button above to remove your API key.