Automation index
How much of a Category manager’s job can AI already do?
An assortment comes earlier. The category winning without fighting own-label do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Category manager
27%
AI can already do 27% of this job.
#138 / 623
View rankingCategory manager
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 |
|---|---|---|---|
Assortment, prices and the shelf.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Supplier, the negotiation and the one that will not list.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Promo, the calendar and the one that clashes.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Data, margin and not killing the category.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Own-label, the clash and not hiding it.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
That the category wins.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- assortment
- supplier negotiation
- category margin
- promos
- own-label
- the shelf
- calendar
- listings
Sources for this job· O*NET 11-2022.00· ESCO/ISCO 1221
IS WORK OVER?
Cook
28%
#87 / 623
View rankingCook
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 |
|---|---|---|---|
Portion, arrange, and garnish food, and serve food to waiters or patrons.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Inspect and clean food preparation areas, such as equipment, work surfaces, and serving areas, to ensure safe and sanitary food-handling practices.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Turn or stir foods to ensure even cooking.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Season and cook food according to recipes or personal judgment and experience.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Bake, roast, broil, and steam meats, fish, vegetables, and other foods.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Coordinate and supervise work of kitchen staff.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 22% | +1.5 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 35% | 28% | +9.8 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- cook
- mise en place
- dishes
- bake
- comply with food safety and hygiene
- order supplies
- store raw food materials
- receive kitchen supplies
- use food preparation techniques
- dispose waste
Sources for this job· O*NET 35-2014.00· ESCO/ISCO 5120