IS WORK OVER?

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

Ticket inspector

Where the time goes

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.

TaskShareAIPoints
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
Total100%22%

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

Skills and activities

  • validate tickets
  • rail fares
  • interventions
  • on-train fines
  • walk coaches
  • call the conductor
  • passenger data
  • full trains

Sources for this job· O*NET 53-4031.00· ESCO/ISCO 5112

HVAC technician

Where the time goes

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.

TaskShareAIPoints
Comply with all applicable standards, policies, or procedures, such as safety procedures or the maintenance of a clean work area.
Estimate

No public source provides a precise figure. This is our estimate.

10%28%+2.8
Recommend, develop, or perform preventive or general maintenance procedures, such as cleaning, power-washing, or vacuuming equipment, oiling parts, or changing filters.
Estimate

No public source provides a precise figure. This is our estimate.

8%28%+2.2
Test electrical circuits or components for continuity, using electrical test equipment.
Estimate

No public source provides a precise figure. This is our estimate.

6%28%+1.7
Discuss heating or cooling system malfunctions with users to isolate problems or to verify that repairs corrected malfunctions.
Estimate

No public source provides a precise figure. This is our estimate.

6%12%+0.7
Repair or replace defective equipment, components, or wiring.
Estimate

No public source provides a precise figure. This is our estimate.

6%12%+0.7
Keep records of repairs and replacements made and causes of malfunctions.
Estimate

No public source provides a precise figure. This is our estimate.

5%12%+0.6
Record and report time, materials, faults, deficiencies, or other unusual occurrences on work orders.
Estimate

No public source provides a precise figure. This is our estimate.

5%55%+2.8
Install, connect, or adjust thermostats, humidistats, or timers.
Estimate

No public source provides a precise figure. This is our estimate.

4%28%+1.1
Other less frequent tasks (weight estimated from frequency).
Estimate

No public source provides a precise figure. This is our estimate.

50%28%+14
Total100%27%

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

Skills and activities

  • refrigerants
  • electric heating systems
  • hydraulics
  • thermodynamics
  • fluid mechanics
  • domestic cooling systems
  • electricity
  • electrical wiring plans
  • mechanics
  • work ergonomically

Sources for this job· O*NET 49-9021.00· ESCO/ISCO 7127

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