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?
Station master
23%
AI can already do 23% of this job.
#302 / 633
View rankingStation master
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.
| Task | Share | AI | Points |
|---|---|---|---|
Graph, orders and the station log.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Platforms, the crossing and the late train.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Staff, shifts and the ticket-office gap.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Incident, passengers and the PA.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Works, closures and leaving nobody on the platform.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
That they do not meet, and signing the graph.EstimateNo 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
Skills and activities
- train graph
- orders
- platforms
- ticket office
- PA
- line crossings
- station shifts
- station logs
Sources for this job· O*NET 53-4031.00· ESCO/ISCO 4323
IS WORK OVER?
Veterinarian
28%
#126 / 633
View rankingVeterinarian
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.
| Task | Share | AI | Points |
|---|---|---|---|
Inoculate animals against various diseases, such as rabies or distemper.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Examine animals to detect and determine the nature of diseases or injuries.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Collect body tissue, feces, blood, urine, or other body fluids for examination and analysis.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 48% | +4.8 |
Treat sick or injured animals by prescribing medication, setting bones, dressing wounds, or performing surgery.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 12% | +1.1 |
Advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Direct the overall operations of animal hospitals, clinics, or mobile services to farms.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Provide care to a wide range of animals or specialize in a particular species, such as horses or exotic birds.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Train or supervise workers who handle or care for animals.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 22% | +1.3 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 31% | 28% | +8.7 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- biosecurity related to animals
- signs of animal illness
- animal welfare legislation
- animal production science
- physiology of animals
- environmental enrichment for animals
- fundamental veterinary sciences
- veterinary clinical sciences
- anatomy of animals
- animal behaviour
Sources for this job· O*NET 29-1131.00· ESCO/ISCO 2250