Automation index
How much of a Train driver’s job can AI already do?
A diagram and a log come earlier. Stopping a train full of people does not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Train driver
18%
AI can already do 18% of this job.
#579 / 643
View rankingTrain driver
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 |
|---|---|---|---|
Diagrams, notices and train logs.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Drive, brake and obey signals.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 8% | +1.9 |
Incidents, passengers and radio.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Fitness, fatigue and rules.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Shunting, depots and couplings.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
Not running a red or a platform.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 14% | +2 |
| Total | 100% | 18% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Diagrams, notices and train logs
- Drive, brake and obey signals
- Incidents, passengers and radio
- Fitness, fatigue and rules
- Shunting, depots and couplings
- Not running a red or a platform
- maquinista
- train driver
- conductor de tren
Sources for this job· O*NET 53-4011.00· ESCO/ISCO 8311
IS WORK OVER?
SEO specialist
39%
#9 / 643
View rankingSEO specialist
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 |
|---|---|---|---|
Devise and evaluate methods and procedures for collecting data, such as surveys, opinion polls, or questionnaires, or arrange to obtain existing data.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 28% | +5 |
Conduct research on consumer opinions and marketing strategies, collaborating with marketing professionals, statisticians, pollsters, and other professionals.EstimateNo public source provides a precise figure. This is our estimate. | 17% | 48% | +8.2 |
Collect and analyze data on customer demographics, preferences, needs, and buying habits to identify potential markets and factors affecting product demand.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 48% | +5.3 |
Monitor industry statistics and follow trends in trade literature.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
| Prepare reports of findings, illustrating data graphically and translating complex findings into written text. | 10% | 72% | +7.2 |
Measure and assess customer and employee satisfaction.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Measure the effectiveness of marketing, advertising, and communications programs and strategies.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Gather data on competitors and analyze their prices, sales, and method of marketing and distribution.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
| Total | 100% | 39% |
Modelled workweek: 100% · Public evidence: 10% · Estimate: 90% · Confidence: Low
Skills and activities
- online ads campaign techniques
- web strategy assessment
- content marketing strategy
- e-commerce systems
- company policies
- perform online data analysis
- implement marketing strategies
- creatively use digital technologies
- manage budgets
- execute email marketing
Sources for this job· O*NET 13-1161.00· ESCO/ISCO 2431