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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›Arts, Design, Entertainment, Sports, and Media›Umpires, Referees, and Other Sports Officials

Umpires, Referees, and Other Sports Officials

Officiate at competitive athletic or sporting events.

US jobs

16K

Avg. wage

—

GDP output/y

—

Tasks

16

AI Parity

6%

Related occupationsCoaches and Scouts · Athletes and Sports Competitors · Amusement and Recreation Attendants · First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services · Exercise Trainers and Group Fitness Instructors · First-Line Supervisors of Police and Detectives · Animal Trainers · Compliance Officers

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 27-2023.00 · 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