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.

#302 / 633

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?

27%

#153 / 633

E-learning trainer

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
Script, SCORM and the platform. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Tutoring, the forum and the one who vanishes. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Assess, copying and the one who does not log in. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Design, the video and not drowning in text. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The client, the deadline and not delivering a dressed-up PDF. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
That they learn, and not dropping out. 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