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?
Nursing assistant
23%
#289 / 623
View rankingNursing assistant
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 |
|---|---|---|---|
Answer patient call signals, signal lights, bells, or intercom systems to determine patients' needs.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Turn or reposition bedridden patients.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Provide physical support to assist patients to perform daily living activities, such as getting out of bed, bathing, dressing, using the toilet, standing, walking, or exercising.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 12% | +0.6 |
Communicate with patients to ascertain feelings or need for assistance or social and emotional support.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 12% | +0.5 |
Feed patients or assist patients to eat or drink.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 12% | +0.5 |
Measure and record food and liquid intake or urinary and fecal output, reporting changes to medical or nursing staff.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 12% | +0.5 |
Supply, collect, or empty bedpans.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 28% | +1.1 |
Lift or assist others to lift patients to move them on or off beds, examination tables, surgical tables, or stretchers.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 12% | +0.5 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 62% | 28% | +17.4 |
| Total | 100% | 23% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- care for patients
- diagnose
- nursing care
- clinical notes
- design interfaces
- prototypes
- figma
- hygiene in a health care setting
- health care legislation
- disability care
Sources for this job· O*NET 31-1131.00· ESCO/ISCO 5321