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

Language teacher

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
Prepare lessons, worksheets and corrections.
Estimate

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

16%48%+7.7
Class, conversation and group dynamics.
Estimate

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

22%12%+2.6
Assess speaking, writing and levels.
Estimate

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

16%22%+3.5
Platform, homework and follow-up.
Estimate

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

16%28%+4.5
Families, schools and official exams.
Estimate

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

16%18%+2.9
Not leaving someone mute in a language.
Estimate

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

14%14%+2
Total100%23%

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

Skills and activities

  • teach class
  • mark students
  • lesson plans
  • teach
  • Class, conversation and group dynamics
  • Assess speaking, writing and levels
  • Platform, homework and follow-up
  • Families, schools and official exams
  • Not leaving someone mute in a language
  • profesor de idiomas

Sources for this job· O*NET 25-3011.00· ESCO/ISCO 2353

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