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Federal data × LLM scoring

AI Career Stats

Diagnostic hub · SOC 51-3011.00

Will AI replace Bakers?

Mix and bake ingredients to produce breads, rolls, cookies, cakes, pies, pastries, or other baked goods.

Unlikely in the near term. Bakers scores 18/100, reflecting work that still depends on physical presence, regulated judgment, or hands-on craft that Generative AI cannot fully replace.

Highly automated tasks

1

Tasks scored ≥ 80% automatable

Safer human tasks

12

Physical or <30% automation probability

Digital weight

13%

Share of scored tasks labeled digital

What the 18 / 100 score means

The score is an importance-weighted average of automation probabilities across the top 15 O*NET tasks for SOC 51-3011.00. 1 task score at or above 80% automatable; 12 fall into the safer band (under 30% or labeled physical). Roughly 13% of scored tasks are primarily digital.

Official BLS data places median pay for this occupation family at $37,160. with projected employment change of +5.5% over the latest 10-year outlook window. Typical entry education: No formal educational credential. On-the-job training profile: Moderate-term on-the-job training.

Wage and growth context ($37,160, +5.5%) should be read alongside the AI score — not as a substitute for it.

Why this score

  • Overall automation risk is very low because the occupation is dominated by manual dexterity, physical food handling, and sensory evaluation in dynamic kitchen environments.
  • Back-office and clerical duties like recipe scaling, inventory reordering, and delivery dispatch drive the limited exposure in this role.
  • Workers should experiment with generative AI tools this quarter to rapidly scale recipes and draft weekly ingredient orders to reduce administrative kitchen overhead.

Most exposed duties

Among the highest-importance duties flagged as highly automatable: “Adapt the quantity of ingredients to match the amount of items to be baked”.

  • Adapt the quantity of ingredients to match the amount of items to be baked

More durable work

Work that still looks comparatively durable includes: “Check products for quality, and identify damaged or expired goods”; “Set oven temperatures, and place items into hot ovens for baking”; “Combine measured ingredients in bowls of mixing, blending, or cooking machinery”. These are the skills to protect and advertise.

  • Check products for quality, and identify damaged or expired goods
  • Set oven temperatures, and place items into hot ovens for baking
  • Combine measured ingredients in bowls of mixing, blending, or cooking machinery

Transition recommendation

Bakers should double down on advanced culinary artistry, bespoke cake decorating, and sensory-driven artisan bread production that cannot be automated. Developing business operations and kitchen management skills will also help workers move into head baker, pastry chef, or bakery ownership roles.

One lower-risk path that shares overlapping O*NET work activities is Butchers and Meat Cutters (AI risk 20, activity overlap 17%, median pay $40,140).

How we score Bakers

We pull Core O*NET task statements for Bakers, score each for Generative AI automation probability, weight by O*NET importance, and merge the result with BLS wages and employment projections on the SOC code. Full methodology, limitations, and prompt versioning are documented on the methodology page.

Full methodology & limitations · Open task breakdown

FAQ: Bakers and Generative AI

Why does Bakers score 18 / 100?

Overall automation risk is very low because the occupation is dominated by manual dexterity, physical food handling, and sensory evaluation in dynamic kitchen environments. Back-office and clerical duties like recipe scaling, inventory reordering, and delivery dispatch drive the limited exposure in this role. Workers should experiment with generative AI tools this quarter to rapidly scale recipes and draft weekly ingredient orders to reduce administrative kitchen overhead.

Will AI replace Bakers?

Unlikely in the near term. Bakers scores 18/100, reflecting work that still depends on physical presence, regulated judgment, or hands-on craft that Generative AI cannot fully replace. This is a task-exposure index, not a guarantee that hiring stops.

What is the AI automation risk score for Bakers?

The score is an importance-weighted average of automation probabilities across the top 15 O*NET tasks for SOC 51-3011.00. 1 task score at or above 80% automatable; 12 fall into the safer band (under 30% or labeled physical). Roughly 13% of scored tasks are primarily digital.

Which Bakers tasks are most exposed to Generative AI?

Among the highest-importance duties flagged as highly automatable: “Adapt the quantity of ingredients to match the amount of items to be baked”.

Which Bakers tasks are safest from AI?

Work that still looks comparatively durable includes: “Check products for quality, and identify damaged or expired goods”; “Set oven temperatures, and place items into hot ovens for baking”; “Combine measured ingredients in bowls of mixing, blending, or cooking machinery”. These are the skills to protect and advertise.

What does BLS project for Bakers employment and pay?

Official BLS data places median pay for this occupation family at $37,160. with projected employment change of +5.5% over the latest 10-year outlook window. Typical entry education: No formal educational credential. On-the-job training profile: Moderate-term on-the-job training. Wage and growth context ($37,160, +5.5%) should be read alongside the AI score — not as a substitute for it.

What should Bakers workers do next?

Bakers should double down on advanced culinary artistry, bespoke cake decorating, and sensory-driven artisan bread production that cannot be automated. Developing business operations and kitchen management skills will also help workers move into head baker, pastry chef, or bakery ownership roles.

How is this score calculated?

We pull Core O*NET task statements for Bakers, score each for Generative AI automation probability, weight by O*NET importance, and merge the result with BLS wages and employment projections on the SOC code. Full methodology, limitations, and prompt versioning are documented on the methodology page.

Lower-risk alternatives

One lower-risk path that shares overlapping O*NET work activities is Butchers and Meat Cutters (AI risk 20, activity overlap 17%, median pay $40,140).

Full matrix

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