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?
Lathe operator
26%
#214 / 623
View rankingLathe operator
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 |
|---|---|---|---|
Read the drawing, tolerances and the route card.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Set up, clamp, pick the tool and the origin.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Turn, face, thread and finish the part.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 28% | +5 |
Measure, tweak offsets and not scrap the batch.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 36% | +5.8 |
Lathe care, swarf and safety.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Grades, times and liability for the dimension.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 26% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- turn parts
- set up the lathe
- measure dimensions
- cut threads
- adjust offsets
- read mechanical drawings
- avoid scrap
- pick tools
Sources for this job· O*NET 51-4034.00· ESCO/ISCO 7223