Automation index
How much of a University tutor’s job can AI already do?
A tutoring form comes earlier. Them not dropping the degree and asking for help in time do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
University tutor
27%
AI can already do 27% of this job.
#237 / 763
View rankingUniversity tutor
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 |
|---|---|---|---|
Form, the file and the one who does not come.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Mark, the cut and the one who gives up.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Grant, the paper and not letting it lapse.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Health, the referral and not playing clinician.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The dean, the dropout figure and not dressing it.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
That they ask for help, and not dropping out.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
- university tutoring
- degree dropout
- grants
- files
- health referral
- the dean
- grade cuts
- tutoring forms
Sources for this job· O*NET 25-1199.00· ESCO/ISCO 2310
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