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Total Wage Bill Mapped
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Task-Level Labor Map
Task Atlas
A map of U.S. wage value across decomposed into detailed task, paired with task-level LLM exposure estimates. Exposure here reflects technical potential for faster task completion at similar quality, not a direct prediction of displacement.
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Detailed Work Activities
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Occupations
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Top 100 Activity Share
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What This Dashboard Shows
This dashboard maps — in U.S. wages into detailed work activities. In this current dataset, medium-high and high exposure activities account for —, while low exposure activities account for —. Value remains concentrated: the top 10 activities hold —, and the top 100 hold —.
Wage Value by Exposure Category
Top 20 Activities by Value
Exposure vs Activity Value
Top GWA Categories by Value
Activity Explorer
Exposure
Task Type
Showing — activities
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| Rank | Activity | GWA Category | Value | Share | Exposure | Task Type |
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Occupation Explorer
Exposure
Showing — occupations
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| Occupation | Employment | Mean Wage | Wage Bill | Exposure | High Exp % | Top Activity |
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Exposure Interpretation
Exposure represents technical capability for time reduction at similar quality. It is not a direct claim about adoption speed, full replacement, or employment outcomes. Use it as a capability map layered onto economic value.
Wage Bill by Exposure Category
Activity Count by Exposure Category
Exposure Spectrum Across All Activities
Most Exposed High-Value Activities
Lowest-Exposure High-Value Activities
Concentration View
Activity value is heavy-tailed. A relatively small set of activities carries a large share of national wages, which means capability shifts in those activities can matter disproportionately.
Pareto Curve
Value Tiers
Share by Rank Bucket
Dataset Notes
Method Details
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Task Atlas combines O*NET task structure, OEWS wages and employment, and GPTs-are-GPTs exposure labels.