Critical impact

90% of US working hours are spent on tasks not covered well by AI benchmarks

Industry news•

What happened

Mercor has mapped AI benchmarks onto 923 U.S. occupations, finding that only 208 jobs have tasks covered by at least five benchmark prompts and that 90% of American working hours involve tasks with little or no benchmark coverage. The map shows that AI research focuses on high‑wage, large labor markets, leaving many middle‑income knowledge jobs underrepresented. The study uses O*NET tasks and a logistic regression to estimate coverage probabilities, highlighting gaps in AI benchmark coverage across the economy.

Why it matters

The lack of benchmarks for most work means we cannot reliably assess AI models’ performance on everyday jobs, which could affect future workforce planning and AI policy.

Reality check

An automated, sceptical read of the source

Incremental. The study expands existing benchmark coverage but does not introduce a new AI technology or paradigm.

Who it affectsResearchersPolicymakers
What to watchFuture updates to the benchmark index may fill the uncovered task gaps.
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