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?
Driving instructor
27%
#177 / 643
View rankingDriving instructor
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 |
|---|---|---|---|
Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 22% | +2 |
Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Adapt teaching methods and instructional materials to meet students' varying needs and interests.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 22% | +1.5 |
Assign and grade class work and homework.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Enforce policies and rules governing students.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 44% | 28% | +12.3 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- teach class
- mark students
- lesson plans
- teach
- road traffic laws
- mechanical components of vehicles
- curriculum objectives
- guarantee students' safety
- control the performance of the vehicle
- monitor developments in field of expertise
Sources for this job· O*NET 25-3021.00· ESCO/ISCO 5165