Automation index
How much of a Baker’s job can AI already do?
The recipe and the order write themselves. Mixing at 4 a.m., smelling the dough, and pulling the oven do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Baker
16%
AI can already do 16% of this job.
#618 / 643
View rankingBaker
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 |
|---|---|---|---|
Orders, recipes and flour stock.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 30% | +4.8 |
Mix, ferment and shape.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 10% | +2.2 |
Bake, cool and present.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 12% | +2.4 |
Counter shift and dawn till.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Cleaning, hygiene and oven care.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
Adjust the recipe to weather and today’s flour.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 16% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- cook
- mise en place
- dishes
- bake
- Orders, recipes and flour stock
- Mix, ferment and shape
- Bake, cool and present
- Counter shift and dawn till
- Cleaning, hygiene and oven care
- panader
Sources for this job· O*NET 51-3011.00· ESCO/ISCO 7512
IS WORK OVER?
Personal trainer
27%
#150 / 643
View rankingPersonal trainer
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 |
|---|---|---|---|
Observe participants and inform them of corrective measures necessary for skill improvement.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Instruct participants in maintaining exertion levels to maximize benefits from exercise routines.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Offer alternatives during classes to accommodate different levels of fitness.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Teach proper breathing techniques used during physical exertion.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 22% | +2 |
Monitor participants' progress and adapt programs as needed.EstimateNo public source provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Teach and demonstrate use of gymnastic and training equipment, such as trampolines and weights.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 22% | +1.8 |
Evaluate individuals' abilities, needs, and physical conditions, and develop suitable training programs to meet any special requirements.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 27% | 28% | +7.6 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- 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