LIVE
The AI Parity Index0.1%Tasks measured1 of 18,796Unemployment4.1% · Jul 20260.1 pt vs Jun 2026Payrolls−23K m/m · Jul 2026158.9M employedJob openings7.4M · Jun 20260.2M vs May 2026Wages$37.62/h avg · Jul 2026+3.2% y/yProductivity+1.4% q/q ann. · Q2 2026Inflation+3.4% y/y · Jul 2026Next upSoftware Developers · 16 more tasksNext releaseQ4 2026
The AI Parity Index0.1%Tasks measured1 of 18,796Unemployment4.1% · Jul 20260.1 pt vs Jun 2026Payrolls−23K m/m · Jul 2026158.9M employedJob openings7.4M · Jun 20260.2M vs May 2026Wages$37.62/h avg · Jul 2026+3.2% y/yProductivity+1.4% q/q ann. · Q2 2026Inflation+3.4% y/y · Jul 2026Next upSoftware Developers · 16 more tasksNext releaseQ4 2026
IndexArchitecture and EngineeringHuman Factors Engineers and Ergonomists

Human Factors Engineers and Ergonomists

Design objects, facilities, and environments to optimize human well-being and overall system performance, applying theory, principles, and data regarding the relationship between humans and respective technology.

US jobs

366K

Avg. wage

$53/h

GDP output/y

$129B

Tasks

26

AI Parity

4%

Related occupationsHealth and Safety Engineers, Except Mining Safety Engineers and Inspectors · Industrial Engineers · Bioengineers and Biomedical Engineers · Validation Engineers · Data Scientists · Computer and Information Research Scientists · Health Informatics Specialists · Robotics Engineers

A specialization of Industrial Engineers.

Specializations:Industrial EngineersManufacturing EngineersValidation Engineers

Tasks

HumanBest AI
#Task O*NET 30.1 · DOLOutput/y est. · BEA + BLSVerification method est. · rubric v1Qualitymeasured baselineConfigurationverified runsQualitysame testvs human× output · − pts
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O*NET-SOC 17-2112.01 · 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