Takeover Tracker
37%medium risk

Bakers

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

Higher risk than 71% of occupations
Checking for existing plan...

How AI Impacts Each Task

18 tasks analyzed

Check products for quality and identify damaged or expired goods.

Risk: 61.0%AI: 70EstimatedTime: 5%

Set oven temperatures and place items into hot ovens for baking.

Risk: 49.0%AI: 40EstimatedTime: 8%

Combine measured ingredients in bowls of mixing, blending, or cooking machinery.

Risk: 51.0%AI: 45EstimatedTime: 8%

Set time and speed controls for mixing machines, blending machines, or steam kettles so that ingredients will be mixed or cooked according to instructions.

Risk: 65.0%AI: 80EstimatedTime: 5%

Place dough in pans, molds, or on sheets and bake in production ovens or on grills.

Risk: 47.0%AI: 35EstimatedTime: 10%

Measure or weigh flour or other ingredients to prepare batters, doughs, fillings, or icings, using scales or graduated containers.

Risk: 56.3%AI: 58.33ObservedTime: 10%

Check the quality of raw materials to ensure that standards and specifications are met.

Risk: 53.0%AI: 50EstimatedTime: 4%

Observe color of products being baked and adjust oven temperatures, humidity, or conveyor speeds accordingly.

Risk: 29.0%AI: 50EstimatedTime: 8%

Check equipment to ensure that it meets health and safety regulations and perform maintenance or cleaning, as necessary.

Risk: 45.0%AI: 30EstimatedTime: 5%

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

Risk: 72.8%AI: 59ObservedTime: 3%

Apply glazes, icings, or other toppings to baked goods, using spatulas or brushes.

Risk: 49.0%AI: 40EstimatedTime: 6%

Decorate baked goods, such as cakes or pastries.

Risk: 13.0%AI: 10EstimatedTime: 6%

Operate slicing or wrapping machines.

Risk: 63.0%AI: 75EstimatedTime: 4%

Roll, knead, cut, or shape dough to form sweet rolls, pie crusts, tarts, cookies, or other products.

Risk: 13.0%AI: 10EstimatedTime: 8%

Direct or coordinate bakery deliveries.

Risk: 85.2%AI: 90EstimatedTime: 3%

Order or receive supplies or equipment.

Risk: 86.0%AI: 92EstimatedTime: 3%

Prepare or maintain inventory or production records.

Risk: 87.2%AI: 95EstimatedTime: 2%

Develop new recipes for baked goods.

Risk: 53.7%AI: 66.67ObservedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Reading Comprehension10%

Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Bakers skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.6pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-4.9pt risk+$2K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.6pt risk+$2K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

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Score History

Risk score over 2 scoring runs

-8.3

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School25%
High School Diploma58%
Some College8%
Post-Secondary Certificate9%

Prior Experience Needed

Work experience required to enter this job

None16%
Up to 1 month13%
1-3 months17%
3-6 months5%
6 months - 1 year27%
1-2 years5%
2-4 years17%

Training Provided After Hiring

How long it typically takes to learn on the job

None2%
Up to 1 month50%
1-3 months32%
3-6 months13%
6 months - 1 year2%

Related News

Recent articles about AI affecting this occupation

1 articles

Panera Eliminates Baking Staff, Challenging Blue-Collar Job Security Myths

Panera Bread has reportedly terminated its entire baking staff, shifting away from in-store skilled labor. The mass layoff serves as a stark warning that physical and blue-collar roles are just as vulnerable to corporate restructuring.

r/LayoffsApr 19

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis