Automation index
How much of a Train conductor’s job can AI already do?
A consist sheet comes earlier. Running the train without leaving a passenger at the halt do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Train conductor
21%
AI can already do 21% of this job.
#435 / 643
View rankingTrain conductor
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 |
|---|---|---|---|
Consist, brakes and the departure sheet.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 36% | +5.8 |
Platform, close-up and the one left outside.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 12% | +2.2 |
Incidents, Control and the delay.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Ticket staff, the fare dodger and the clash.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
The line, the points and not leaving early.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Leave nobody behind, and sign the consist.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 21% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- train consist
- platform close-up
- departure sheet
- Control
- brake check
- line incidents
- halts
- delays
Sources for this job· O*NET 53-4031.00· ESCO/ISCO 8312
IS WORK OVER?
Product manager
31%
#37 / 643
View rankingProduct manager
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 |
|---|---|---|---|
Formulate, direct, or coordinate marketing activities or policies to promote products or services, working with advertising or promotion managers.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 28% | +6.2 |
Identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Direct the hiring, training, or performance evaluations of marketing or sales staff and oversee their daily activities.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Evaluate the financial aspects of product development, such as budgets, expenditures, research and development appropriations, or return-on-investment and profit-loss projections.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 48% | +3.4 |
Consult with product development personnel on product specifications, such as design, color, or packaging.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Compile lists describing product or service offerings.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Use sales forecasting or strategic planning to ensure the sale and profitability of products, lines, or services, analyzing business developments and monitoring market trends.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Develop pricing strategies, balancing firm objectives and customer satisfaction.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 20% | 28% | +5.6 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- characteristics of products
- channel marketing
- advertising techniques
- content marketing strategy
- product comprehension
- company policies
- plan marketing strategy
- assign codes to product items
- perform data analysis
- maintain relationship with suppliers
Sources for this job· O*NET 11-2021.00· ESCO/ISCO 2431