Automation index
How much of a Production engineer’s job can AI already do?
An OEE and a sequencer come earlier. Getting the shift out without stopping the line for nothing do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Production engineer
25%
AI can already do 25% of this job.
#279 / 763
View rankingProduction engineer
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 |
|---|---|---|---|
OEE, sequence and the shift plan.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Line, changeovers and the micro-stop.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Layout, times and the work standard.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 36% | +5.8 |
Supervisors, unions and the shift that turns.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
In-line quality and the batch that cannot ship.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Hit the plan, and not dressing the OEE.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 25% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- OEE
- sequence production
- changeovers
- layout
- work standards
- micro-stops
- shift plan
- in-line quality
Sources for this job· O*NET 17-2112.00· ESCO/ISCO 2141
IS WORK OVER?
QA automation engineer
27%
#185 / 763
View rankingQA automation engineer
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 |
|---|---|---|---|
Test, the selector and the flake.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Pipeline, the green and the one that lies.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Bug, the repro and not closing it blind.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Data, the environment and not sharing prod.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The developer, the rush and not skipping the one that fails.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Catch the bug, and not painting a lying green.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- automated tests
- selectors
- flakes
- QA pipelines
- repro
- environments
- lying green
- debug tests
Sources for this job· O*NET 15-1253.00· ESCO/ISCO 2519