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.
#179 / 753
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?
Gas network engineer
22%
#397 / 753
View rankingGas network 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 |
|---|---|---|---|
Model, pressures and the diameter.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Trench, the weld and the one that was not x-rayed.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Leak, the detector and getting people out.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Cut, the bypass and not leaving them without gas.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
The council, the rush and not covering without testing.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
That the trench does not go up, and not leaving them without gas.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
- network pressures
- diameters
- trenches
- gas welds
- leaks
- detectors
- bypass
- x-rays
Sources for this job· O*NET 17-2171.00· ESCO/ISCO 2145