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 / 623
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?
Perfusionist
20%
#457 / 623
View rankingPerfusionist
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 |
|---|---|---|---|
Build the circuit, prime and the checklist.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 36% | +5.8 |
Run the pump, gases and temperature.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 8% | +1.9 |
Cardioplegia, haemofiltration and weaning.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
ECMO, emergencies and the oxygenator change.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Logs, alarms and talk to the surgeon.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
No air in the line and owning the machine.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
- run the pump
- CPB
- prime the circuit
- cardioplegia
- ECMO
- wean off pump
- oxygenator
- perfusion
Sources for this job· O*NET 29-2099.00· ESCO/ISCO 3212