Bakers: daily tasks & AI impact
This page breaks Bakers into the top 15 daily O*NET tasks and scores each for Generative AI automation probability. Those task scores roll up to an overall vulnerability index of 18/100 (Lower automation risk). Struck-through rows are ≥80% automatable; highlighted safer rows are under 30% or primarily physical.
High-automation exposure
No task in this set currently exceeds the 80% threshold, so risk is spread across moderate probabilities rather than a few catastrophic duties.
Durable human work
This profile has little “safe” task mass under our thresholds. Workers should treat AI fluency as mandatory and actively map transferable skills into lower-risk roles.
Importance comes from O*NET incumbent ratings. Automation probability is model-generated for current Generative AI capability (not speculative AGI). Digital / physical / mixed labels describe the modality of the work, which strongly correlates with near-term automation potential.
| Task | Importance | AI probability | Nature |
|---|---|---|---|
| Check products for quality, and identify damaged or expired goods. Core | 4.73 | — | — |
| Set oven temperatures, and place items into hot ovens for baking. Core | 4.67 | — | — |
| Combine measured ingredients in bowls of mixing, blending, or cooking machinery. Core | 4.58 | — | — |
| Place dough in pans, molds, or on sheets, and bake in production ovens or on grills. Core | 4.54 | — | — |
| Set time and speed controls for mixing machines, blending machines, or steam kettles so that ingredients will be mixed or cooked according to instructions. Core | 4.54 | — | — |
| Measure or weigh flour or other ingredients to prepare batters, doughs, fillings, or icings, using scales or graduated containers. Core | 4.49 | — | — |
| Observe color of products being baked, and adjust oven temperatures, humidity, or conveyor speeds accordingly. Core | 4.47 | — | — |
| Check the quality of raw materials to ensure that standards and specifications are met. Core | 4.47 | — | — |
| Check equipment to ensure that it meets health and safety regulations, and perform maintenance or cleaning, as necessary. Core | 4.41 | — | — |
| Adapt the quantity of ingredients to match the amount of items to be baked. Core | 4.37 | — | — |
| Apply glazes, icings, or other toppings to baked goods, using spatulas or brushes. Core | 4.2 | — | — |
| Decorate baked goods, such as cakes or pastries. Core | 4.19 | — | — |
| Roll, knead, cut, or shape dough to form sweet rolls, pie crusts, tarts, cookies, or other products. Core | 4.17 | — | — |
| Direct or coordinate bakery deliveries. Core | 4.08 | — | — |
| Order or receive supplies or equipment. Core | 4.07 | — | — |
What remains human
No tasks currently fall under the safe threshold for this occupation.
FAQ
Which Bakers tasks are most exposed to AI?
No task in this set currently exceeds the 80% threshold, so risk is spread across moderate probabilities rather than a few catastrophic duties.
Which Bakers tasks are safest from Generative AI?
This profile has little “safe” task mass under our thresholds. Workers should treat AI fluency as mandatory and actively map transferable skills into lower-risk roles.
How should I read the Bakers task table?
Importance comes from O*NET incumbent ratings. Automation probability is model-generated for current Generative AI capability (not speculative AGI). Digital / physical / mixed labels describe the modality of the work, which strongly correlates with near-term automation potential.