Automation index
How much of a Materials engineer’s job can AI already do?
A tensile curve comes earlier. Picking the alloy so it does not fail in service do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Materials engineer
27%
AI can already do 27% of this job.
#162 / 633
View rankingMaterials 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 |
|---|---|---|---|
Tests, metallography and the spec.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Shop, heat treatment and the part that fails spec.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Material choice, corrosion and fatigue.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 36% | +5.8 |
Supplier, certificates and the doubtful batch.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The field failure and the root cause.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
That it does not fail, and not swapping the material blind.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
- materials tests
- metallography
- choose alloys
- corrosion
- fatigue
- heat treatment
- failure analysis
- batch certificates
Sources for this job· O*NET 17-2131.00· ESCO/ISCO 2149
IS WORK OVER?
ICU nurse
20%
#452 / 633
View rankingICU nurse
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 |
|---|---|---|---|
Charts, pumps and the bed plan.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 36% | +5.8 |
Lines, ventilator and the patient who crashes.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 8% | +1.8 |
Hygiene, turning and preventing sores.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Family at the bed and the news.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
On-call, admissions and handover.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Catch the change and owning the bed.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 12% | +1.7 |
| Total | 100% | 20% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- ICU care
- run the ventilator
- central lines
- chart vitals
- prevent sores
- ICU handover
- infusion pumps
- call the intensivist
Sources for this job· O*NET 29-1141.00· ESCO/ISCO 2221