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?
Carpenter
27%
#137 / 633
View rankingCarpenter
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 |
|---|---|---|---|
Follow established safety rules and regulations and maintain a safe and clean environment.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Measure and mark cutting lines on materials, using a ruler, pencil, chalk, and marking gauge.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Shape or cut materials to specified measurements, using hand tools, machines, or power saws.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Assemble and fasten materials to make frameworks or props, using hand tools and wood screws, nails, dowel pins, or glue.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Build or repair cabinets, doors, frameworks, floors, or other wooden fixtures used in buildings, using woodworking machines, carpenter's hand tools, or power tools.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Study specifications in blueprints, sketches, or building plans to prepare project layout and determine dimensions and materials required.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Install structures or fixtures, such as windows, frames, floorings, trim, or hardware, using carpenters' hand or power tools.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Verify trueness of structure, using plumb bob and level.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 45% | 28% | +12.6 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- install locks
- work ergonomically
- apply proofing membranes
- cut insulation material to size
- use shims
- inspect construction supplies
- manipulate glass
- use measurement instruments
- apply insulation strips
- use safety equipment in construction
Sources for this job· O*NET 47-2031.00· ESCO/ISCO 7115