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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
IndexTransportation and Material MovingRail Yard Engineers, Dinkey Operators, and Hostlers

Rail Yard Engineers, Dinkey Operators, and Hostlers

Drive switching or other locomotive or dinkey engines within railroad yard, industrial plant, quarry, construction project, or similar location.

US jobs

4K

Avg. wage

$33/h

GDP output/y

$763M

Tasks

23

AI Parity

4%

Related occupationsRailroad Brake, Signal, and Switch Operators and Locomotive Firers · Locomotive Engineers · Railroad Conductors and Yardmasters · Bus and Truck Mechanics and Diesel Engine Specialists · Operating Engineers and Other Construction Equipment Operators · Industrial Truck and Tractor Operators · Heavy and Tractor-Trailer Truck Drivers · Tank Car, Truck, and Ship Loaders

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 53-4013.00 · 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