Automation index

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

A diagram and a log come earlier. Stopping a train full of people does not.

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

Task comparison

IS WORK OVER?

18%

AI can already do 18% of this job.

#579 / 643

Train driver

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
Diagrams, notices and train logs. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Drive, brake and obey signals. Estimate No public source provides a precise figure. This is our estimate.	24%	8%	+1.9
Incidents, passengers and radio. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Fitness, fatigue and rules. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Shunting, depots and couplings. Estimate No public source provides a precise figure. This is our estimate.	14%	16%	+2.2
Not running a red or a platform. Estimate No public source provides a precise figure. This is our estimate.	14%	14%	+2
Total	100%		18%

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

IS WORK OVER?

23%

#313 / 643

Pulmonologist

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
Read spirometry, gases and the chest CT. Estimate No public source provides a precise figure. This is our estimate.	16%	48%	+7.7
Clinic for cough, asthma and the one who does not ventilate. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Bronchoscopy, thoracentesis and invasive tests. Estimate No public source provides a precise figure. This is our estimate.	18%	12%	+2.2
Inhalers, CPAP and rehab plan. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Ward, ICU and respiratory failure. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Report, consult and signing respiratory support. Estimate No public source provides a precise figure. This is our estimate.	16%	14%	+2.2
Total	100%		23%

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