The Future of Work,
Quantified.

Research-grade dashboards exploring AI's impact on labor markets, occupational employment, and workforce productivity.

BLS Data

OES Data Explorer

Interactive visualization of Bureau of Labor Statistics occupational employment data across industries and geographies.

  • Industry-occupation matrices
  • State-level LQ comparisons
  • CSV/PDF export
Open Dashboard
Hot Topic

AI Exposure Analysis

Quantifying the impact of LLMs on labor markets using the Anthropic Economic Index. See which roles face augmentation.

  • Task-level AI exposure scoring
  • Weighted employment metrics
  • National vs. State analysis
View Analysis
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AI Diffusion Framework

Where will AI-driven productivity gains diffuse first? Map structural conditions for AI adoption across occupations and sectors.

  • Task applicability scoring
  • Cross-sector mobility analysis
  • Wage-weighted AI exposure
Explore Framework

Data Sources

Primary inputs powering these analyses

BLS OES
Employment stats
Anthropic Index
AI task exposure
O*NET
Occupation data
BLS QCEW
Quarterly wages
MS AI Applicability
AI usefulness scores

R Packages

Open source tools for labor market analysis

onet2r
O*NET API client for R
cmapr
Career mobility analysis