Automation index
How much of a Facilities engineer’s job can AI already do?
A CMMS comes earlier. The cooling not dying in August without leaving the generator without diesel do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Facilities engineer
22%
AI can already do 22% of this job.
#411 / 773
View rankingFacilities 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 |
|---|---|---|---|
CMMS, tickets and the PPM.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Roof, the chiller and the one that will not start.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Generator, the diesel and not leaving it dry.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Fire, the pump and the monthly test.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
The tenant, August and not jumping to a yes.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
That cooling does not die, and not leaving the generator dry.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 22% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- CMMS
- PPM
- chillers
- generators
- diesel
- fire pumps
- roofs
- tickets
Sources for this job· O*NET 17-2199.00· ESCO/ISCO 2149
IS WORK OVER?
QA automation engineer
27%
#192 / 773
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