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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
Index›Computer and Mathematical›Software Quality Assurance Analysts and Testers

Software Quality Assurance Analysts and Testers

Develop and execute software tests to identify software problems and their causes.

US jobs

187K

Avg. wage

$54/h

GDP output/y

$61B

Tasks

30

AI Parity

25%

Related occupationsSoftware Developers · Validation Engineers · Computer Systems Engineers/Architects · Penetration Testers · Computer Systems Analysts · Database Architects · Computer Programmers · Computer Hardware 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 15-1253.00 · 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