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?
Penetration tester
26%
#207 / 633
View rankingPenetration tester
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 |
|---|---|---|---|
Recon, scans and enumeration.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 42% | +8.4 |
Write the report, evidence and CVSS.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 38% | +6.8 |
Exploit with judgment and not break the business.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Debrief with the client and retest.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 15% | +2.4 |
Choose scope, rules and what is off limits.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
Research 0-days, labs and keep the craft.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
| Total | 100% | 25% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Recon, scans and enumeration
- Write the report, evidence and CVSS
- Debrief with the client and retest
- Choose scope, rules and what is off limits
- Research 0-days, labs and keep the craft
- pentester
- ethical hacker
- pentest
Sources for this job· O*NET 15-1212.00· ESCO/ISCO 2529