IS WORK OVER?

Automation index

How much of a Referee’s job can AI already do?

A report and a VAR protocol come earlier. Giving a penalty in front of 40,000 people does not.

This percentage does not predict how many people will lose their jobs.

Task comparison

Referee

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Reports, match sheets and clip review.
Estimate

No public source provides a precise figure. This is our estimate.

16%32%+5.1
Desk fitness prep and the laws.
Estimate

No public source provides a precise figure. This is our estimate.

14%28%+3.9
Run the match on the field.
Estimate

No public source provides a precise figure. This is our estimate.

26%5%+1.3
Handle protests, VAR and pressure.
Estimate

No public source provides a precise figure. This is our estimate.

16%8%+1.3
Travel, appointments and fatigue.
Estimate

No public source provides a precise figure. This is our estimate.

14%12%+1.7
Judgment, consistency and authority.
Estimate

No public source provides a precise figure. This is our estimate.

14%14%+2
Total100%15%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • Reports, match sheets and clip review
  • Desk fitness prep and the laws
  • Run the match on the field
  • Handle protests, VAR and pressure
  • Travel, appointments and fatigue
  • Judgment, consistency and authority
  • arbitro
  • referee
  • colegiado

Sources for this job· O*NET 27-2023.00· ESCO/ISCO 3422

Bus driver

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Run sheet, logs and clocking.
Estimate

No public source provides a precise figure. This is our estimate.

16%32%+5.1
Drive the route or the charter.
Estimate

No public source provides a precise figure. This is our estimate.

22%8%+1.8
Stops, accessibility and fare or validation.
Estimate

No public source provides a precise figure. This is our estimate.

18%10%+1.8
Incidents, diversions and passenger care.
Estimate

No public source provides a precise figure. This is our estimate.

16%12%+1.9
Pre-trip check and defect reports.
Estimate

No public source provides a precise figure. This is our estimate.

14%18%+2.5
Shifts, fatigue and driving rules.
Estimate

No public source provides a precise figure. This is our estimate.

14%15%+2.1
Total100%15%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • drive
  • route
  • load goods
  • Run sheet, logs and clocking
  • Drive the route or the charter
  • Incidents, diversions and passenger care
  • Pre-trip check and defect reports
  • Shifts, fatigue and driving rules
  • conductor de autobus
  • bus driver

Sources for this job· O*NET 53-3052.00· ESCO/ISCO 8331

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