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 / 633
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?
Hairdresser
14%
#629 / 633
View rankingHairdresser
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 |
|---|---|---|---|
Diary, client cards and salon social posts.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Advise cut and colour from references.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 22% | +3.1 |
Cut, style and finish in the chair.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 6% | +1.4 |
Colour, highlights and treatments.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 8% | +1.4 |
Hygiene, sterilisation and till.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 10% | +1.4 |
Care, retention and handling complaints.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 12% | +1.7 |
| Total | 100% | 14% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- cut hair
- colour hair
- haircut
- barbering
- Diary, client cards and salon social posts
- Advise cut and colour from references
- Cut, style and finish in the chair
- Colour, highlights and treatments
- Hygiene, sterilisation and till
- Care, retention and handling complaints
Sources for this job· O*NET 39-5012.00· ESCO/ISCO 5141