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

IS WORK OVER?

23%

AI can already do 23% of this job.

#351 / 763

Sports physician

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.

Task	Share	AI	Points
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
Total	100%		23%

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

IS WORK OVER?

27%

#185 / 763

QA automation engineer

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.

Task	Share	AI	Points
Test, the selector and the flake. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Pipeline, the green and the one that lies. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Bug, the repro and not closing it blind. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Data, the environment and not sharing prod. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The developer, the rush and not skipping the one that fails. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Catch the bug, and not painting a lying green. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		27%

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