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?
Plumber
28%↑
#99 / 633
View rankingPlumber
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 |
|---|---|---|---|
Cut, thread, or hammer pipes to specifications, using tools such as saws, cutting torches, pipe threaders, or pipe benders.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Locate and mark the position of pipe installations, connections, passage holes, or fixtures in structures, using measuring instruments such as rulers or levels.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Direct helpers engaged in pipe cutting, preassembly, or installation of plumbing systems or components.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Select pipe sizes, types, or related materials, such as supports, hangers, or hydraulic cylinders, according to specifications.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Lay out full scale drawings of pipe systems, supports, or related equipment, according to blueprints.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Assemble pipe sections, tubing, or fittings, using couplings, clamps, screws, bolts, cement, plastic solvent, caulking, or soldering, brazing, or welding equipment.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Attach pipes to walls, structures, or fixtures, such as radiators or tanks, using brackets, clamps, tools, or welding equipment.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Install pipe assemblies, fittings, valves, appliances such as dishwashers or water heaters, or fixtures such as sinks or toilets, using hand or power tools.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. | 53% | 28% | +14.8 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- pipes
- blockages
- solder copper
- sanitary ware
- plumbing tools
- types of piping
- replace faucets
- work ergonomically
- prepare copper pipes for use as gas lines
- snap chalk line
Sources for this job· O*NET 47-2152.00· ESCO/ISCO 7126