Automation index
How much of a Civil engineer’s job can AI already do?
Calcs and drawings speed up. Being on site, stamping, and owning ground that is not the model do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Civil engineer
25%
AI can already do 25% of this job.
#231 / 623
View rankingCivil 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 |
|---|---|---|---|
Structural calcs and code checks.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 42% | +9.2 |
Drawings, quantities and cost estimate.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 38% | +6.8 |
Geotech and simplified impact reports.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Coordination with contractor, council and suppliers.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 15% | +2.4 |
Site execution and safety control.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
Site authority and responsible signature.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 10% | +1.2 |
| Total | 100% | 25% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Structural calcs and code checks
- Drawings, quantities and cost estimate
- Geotech and simplified impact reports
- Site execution and safety control
- Site authority and responsible signature
- ingeniero civil
- civil engineer
- obras publicas
- caminos
Sources for this job· O*NET 17-2051.00· ESCO/ISCO 2142
IS WORK OVER?
Pastry chef
17%
#585 / 623
View rankingPastry chef
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 |
|---|---|---|---|
Design menus, cost and cake orders.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 35% | +5.6 |
Doughs, creams and chocolate.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 12% | +2.4 |
Assemble, decorate and finish.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 10% | +2.2 |
Counter, orders and client care.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Hygiene, cold chain and storage.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
Train assistants and shop-floor pace.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 17% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- cook
- mise en place
- dishes
- bake
- Design menus, cost and cake orders
- Doughs, creams and chocolate
- Assemble, decorate and finish
- Counter, orders and client care
- Hygiene, cold chain and storage
- Train assistants and shop-floor pace
Sources for this job· O*NET 51-3011.00· ESCO/ISCO 7512