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%

#174 / 633

Property developer

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
Land, licence and the model. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Works, the builder and the one who is late. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Sell, the plan and the one who reserves. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Bank, the facility and the one that is cut. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Neighbours, the objection and not hiding the impact. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Put it up and sell without rows. 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