Automation index
Can AI do the work of a Executive chef?
A dish sheet and a supplier order move earlier. The pass, the brigade, and a house’s taste do not.
It also does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Executive chef
19%
AI or a robot can already do 19% of this job.
#91 / 103
View rankingExecutive chef
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Menus, dish sheets and food cost.EstimateNo public source pins this saving. It is an estimate of the method. | 18% | 38% | +6.8 |
Orders, suppliers and waste.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 28% | +4.5 |
Pass, plating and service pace.EstimateNo public source pins this saving. It is an estimate of the method. | 20% | 10% | +2 |
Lead the brigade, shifts and conflicts.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 12% | +1.9 |
Cook on the line and correct doneness.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 15% | +2.4 |
Hygiene, audits and the house’s name.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 12% | +1.7 |
| Total | 100% | 19% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- cook
- mise en place
- dishes
- bake
- Menus, dish sheets and food cost
- Orders, suppliers and waste
- Pass, plating and service pace
- Lead the brigade, shifts and conflicts
- Cook on the line and correct doneness
- Hygiene, audits and the house’s name
Sources for this job· O*NET 35-1011.00· ESCO/ISCO 3434
IS WORK OVER?
Personal trainer
27%
#74 / 103
View rankingPersonal trainer
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Observe participants and inform them of corrective measures necessary for skill improvement.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Instruct participants in maintaining exertion levels to maximize benefits from exercise routines.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Offer alternatives during classes to accommodate different levels of fitness.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Teach proper breathing techniques used during physical exertion.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 22% | +2 |
Monitor participants' progress and adapt programs as needed.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Plan routines, choose appropriate music, and choose different movements for each set of muscles, depending on participants' capabilities and limitations.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Teach and demonstrate use of gymnastic and training equipment, such as trampolines and weights.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 22% | +1.8 |
Evaluate individuals' abilities, needs, and physical conditions, and develop suitable training programs to meet any special requirements.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 27% | 28% | +7.6 |
| Total | 100% | 27% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- demonstrate professional Pilates attitude
- manage fitness communication
- safely instruct about fitness
- identify customer objectives
- ensure safety of exercise environment
- analyse personal fitness information
- show professional responsibility
- provide fitness information
- prescribe exercises
- adapt Pilates exercises
Sources for this job· O*NET 39-9031.00· ESCO/ISCO 3423