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

Air cargo agent

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
AWB, weight and the flight.
Estimate

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

18%48%+8.6
Acceptance, screening and what cannot fly.
Estimate

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

16%22%+3.5
ULD, build-up and the cut-off.
Estimate

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

16%36%+5.8
Customs, transits and the one that misses the flight.
Estimate

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

16%28%+4.5
The client, the urgent and not overbooking the hold.
Estimate

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

18%14%+2.5
Board on time, and not leaving it on the ramp.
Estimate

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

16%12%+1.9
Total100%27%

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

Skills and activities

  • AWB
  • cargo screening
  • ULD
  • cut-off
  • build-up
  • air transits
  • weight and volume
  • the hold

Sources for this job· O*NET 43-5011.00· ESCO/ISCO 3331

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