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The AI Parity Index0.1%Tasks measured1 of 18,796Unemployment4.1% · Aug 2026Payrolls+162K m/m · Aug 2026159.1M employedJob openings7.1M · Aug 20260.3M vs Jul 2026Wages$37.75/h avg · Aug 2026+3.1% y/yProductivity+1.4% q/q ann. · Q2 2026Inflation+3.4% y/y · Aug 2026Next upSoftware Developers · 16 more tasksNext releaseQ4 2026
The AI Parity Index0.1%Tasks measured1 of 18,796Unemployment4.1% · Aug 2026Payrolls+162K m/m · Aug 2026159.1M employedJob openings7.1M · Aug 20260.3M vs Jul 2026Wages$37.75/h avg · Aug 2026+3.1% y/yProductivity+1.4% q/q ann. · Q2 2026Inflation+3.4% y/y · Aug 2026Next upSoftware Developers · 16 more tasksNext releaseQ4 2026
THE AI PARITY INDEX
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Index›Architecture and Engineering›Validation Engineers

Validation Engineers

Design or plan protocols for equipment or processes to produce products meeting internal and external purity, safety, and quality requirements.

US jobs

366K

Avg. wage

$53/h

GDP output/y

$129B

Tasks

21

AI Parity

9%

Related occupationsIndustrial Engineers · Quality Control Systems Managers · Software Quality Assurance Analysts and Testers · Manufacturing Engineers · Mechanical Engineers · Electronics Engineers, Except Computer · Automotive Engineers · Mechatronics Engineers

A specialization of Industrial Engineers.

Specializations:Human Factors Engineers and ErgonomistsIndustrial EngineersManufacturing Engineers

Tasks

HumanBest AI
#Task ↕O*NET 30.1 · DOLOutput/y ▾est. · BEA + BLSVerification method ↕est. · rubric v1Qualitymeasured baselineConfigurationverified runsQualitysame testvs human× output · − pts
No verified tasks in this view yet. Switch the filter to All tasks to see the full catalog.

O*NET-SOC 17-2112.02 · tasks and importance from O*NET 30.1 · jobs and wages BLS OEWS May 2025 · GDP by industry BEA 2025

Working prototype by Recursiv Labs · not an official SPARK AI or UC San Diego publication · Data · © 2026