Automation index

How much of a Station master’s job can AI already do?

A train graph comes earlier. Leaving on time without meeting on the same line 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.

#341 / 753

Station master

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
Graph, orders and the station log. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Platforms, the crossing and the late train. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Staff, shifts and the ticket-office gap. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Incident, passengers and the PA. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Works, closures and leaving nobody on the platform. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
That they do not meet, and signing the graph. 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?

22%

#392 / 753

Facilities 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
CMMS, tickets and the PPM. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Roof, the chiller and the one that will not start. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Generator, the diesel and not leaving it dry. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Fire, the pump and the monthly test. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The tenant, August and not jumping to a yes. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
That cooling does not die, and not leaving the generator dry. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		22%

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