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 / 623
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?
Family doctor
23%
#304 / 623
View rankingFamily doctor
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 |
|---|---|---|---|
Read history, labs and primary-care protocols.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Clinic, examination and home visits.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 12% | +2.6 |
Explain, refer and hold uncertainty.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Prescriptions, notes and sick-leave reports.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
List, nursing team and the health centre.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Primary-care emergencies and not missing a heart attack.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 14% | +2 |
| Total | 100% | 23% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- care for patients
- diagnose
- nursing care
- clinical notes
- Clinic, examination and home visits
- Explain, refer and hold uncertainty
- List, nursing team and the health centre
- medico de familia
- general practitioner
Sources for this job· O*NET 29-1215.00· ESCO/ISCO 2211