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Locomotive Engineer
Based on 10 assessments · 1 from real users
16%
Low risk
Average realistic automation risk across all Locomotive Engineer profiles in the dataset.
Score spread
Distribution across 10 profiles.
Middle half of Locomotive Engineers score between 16% and 18%.
0%
50%
100%
Task breakdown by work type
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.
Computer input, real-world output — needs someone to act on it, not just software.
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Locomotive Engineer, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
Operating controls during transit: throttle management, brake application, speed adjustment, and responding to signals while monitoring gauges
deep expertise
social core
32%
DA
0%
Emergency response: executing emergency stops, troubleshooting mechanical failures, and coordinating recovery procedures
deep expertise
social core
16%
DA
5%
Monitoring train performance: watching speed, air pressure, temperature, and mechanical systems; identifying unusual sounds or behaviors
deep expertise
social element
14%
AD
22%
Documentation and record-keeping: logging fuel, maintenance issues, trip times, incidents, and handoff notes
11%
AD
39%
Coupling and uncoupling operations: communicating with ground crew, positioning locomotive, securing connections
deep expertise
social core
9%
DA
13%
Pre-trip inspection: walking around locomotive, checking couplings, air brakes, lights, fuel, and mechanical components before departure
deep expertise
social element
8%
AD
12%
Radio communication with dispatchers, conductors, and other train crews to receive instructions and report status
deep expertise
social core
6%
DD
15%
Operating controls during transit: throttle management, brake application, speed adjustment, and responding to signals while monitoring gauges
deep expertise
social core
27%
DA
12%
Monitoring train performance: watching speed, air pressure, temperature, and mechanical systems; identifying unusual sounds or behaviors
deep expertise
social element
20%
AD
23%
Pre-trip inspection: walking around locomotive, checking couplings, air brakes, lights, fuel, and mechanical components before departure
deep expertise
social element
20%
AD
13%
Documentation and record-keeping: logging fuel, maintenance issues, trip times, incidents, and handoff notes
15%
AD
37%
Coupling and uncoupling operations: communicating with ground crew, positioning locomotive, securing connections
deep expertise
social core
9%
DA
9%
Emergency response: executing emergency stops, troubleshooting mechanical failures, and coordinating recovery procedures
deep expertise
social core
5%
DA
0%
Radio communication with dispatchers, conductors, and other train crews to receive instructions and report status
some context needed
social core
0%
DD
33%
Operating controls during transit: throttle management, brake application, speed adjustment, and responding to signals while monitoring gauges
deep expertise
social core
26%
DA
6%
Documentation and record-keeping: logging fuel, maintenance issues, trip times, incidents, and handoff notes
19%
AD
38%
Radio communication with dispatchers, conductors, and other train crews to receive instructions and report status
some context needed
social core
17%
DD
34%
Coupling and uncoupling operations: communicating with ground crew, positioning locomotive, securing connections
deep expertise
social core
13%
DA
2%
Monitoring train performance: watching speed, air pressure, temperature, and mechanical systems; identifying unusual sounds or behaviors
deep expertise
social element
13%
AD
18%
Emergency response: executing emergency stops, troubleshooting mechanical failures, and coordinating recovery procedures
deep expertise
social core
6%
DA
4%
Pre-trip inspection: walking around locomotive, checking couplings, air brakes, lights, fuel, and mechanical components before departure
deep expertise
social element
4%
AD
16%
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