Automation index

How much of a Ticket inspector’s job can AI already do?

A validator comes earlier. Walking the train and dealing with no ticket do not.

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

Task comparison

IS WORK OVER?

22%

AI can already do 22% of this job.

#378 / 633

Ticket inspector

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
Validate, fares and the intervention note. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Aisle, the group and the one who hides. Estimate No public source provides a precise figure. This is our estimate.	18%	12%	+2.2
Fines, data and what you can ask. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Incident, the full train and calling the conductor. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The insult, keeping calm and not making a scene. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Charge fairly, and not skipping a coach. 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

IS WORK OVER?

28%

#124 / 633

Freight forwarder

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
Booking, freight and the B/L. Estimate No public source provides a precise figure. This is our estimate.	18%	52%	+9.4
Customs, HS and the entry. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
The client, the delay and the ship that will not wait. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Insurance, incidents and the claim. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The consolidator, the slot and not overbooking. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
That it leaves, and not sticking in customs. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		28%

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