IS WORK OVER?

Automation index

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

A cardiopulmonary test comes earlier. Clearing the return to play and not losing the season do not.

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

Task comparison

Sports physician

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
CPET, labs and load.
Estimate

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

16%48%+7.7
Injury, exam and the yes or no to training.
Estimate

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

18%18%+3.2
Rehab, injections and the club note.
Estimate

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

16%28%+4.5
Anti-doping, certificates and the yearly check.
Estimate

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

16%22%+3.5
The bench, the match and the twisted ankle.
Estimate

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

18%14%+2.5
Club pressure and signing return to play.
Estimate

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

16%12%+1.9
Total100%23%

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

Skills and activities

  • CPET
  • rehab injuries
  • return to play
  • inject athletes
  • anti-doping
  • fitness certificate
  • training load
  • sports medicine

Sources for this job· O*NET 29-1229.00· ESCO/ISCO 2212

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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