AITakeover 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

AI Impact Summary

Bakers faces moderate AI displacement risk with a score of 37/100. This occupation has higher AI displacement risk than 71% of all analyzed occupations. Of 18 analyzed tasks, 4 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

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.

AI-Augmented Skills (7)

MonitoringCritical ThinkingActive LearningJudgment and Decision MakingWritingSystems AnalysisTechnology Design

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.

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%

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%

Protective Factors

Total protective discount: 24.8%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailIntegrityDependabilityCooperationAchievement/EffortStress ToleranceInitiativeConcern for OthersSelf ControlPersistenceAdaptability/FlexibilityIndependence

Wage & Employment (2024)

Median Wage

$36,650

per year

Mean Wage

$37,670

per year

Employment

232K

workers

Wage Range

$27,560 - $48,260

10th - 90th pct

Wage Distribution

$27,560Median: $36,650$48,260
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

See all transitions

Butchers and Meat Cutters

29%
Medium Risk

Median salary: $38,960

Higher risk than 33% of other occupations

Cooks, Restaurant

32%
Medium Risk

Median salary: $36,830

Higher risk than 48% of other occupations

Inspectors, Testers, Sorters, Samplers, and Weighers

32%
Medium Risk

Median salary: $47,460

Higher risk than 50% of other occupations

Bartenders

34%
Medium Risk

Median salary: $33,530

Higher risk than 63% of other occupations

First-Line Supervisors of Food Preparation and Serving Workers

38%
Medium Risk

Median salary: $42,010

Higher risk than 76% of other occupations

Cooks, Institution and Cafeteria

40%
Medium Risk

Median salary: $36,450

Higher risk than 80% of other occupations

Packers and Packagers, Hand

42%
Medium Risk

Median salary: $35,580

Higher risk than 86% of other occupations

Combined Food Preparation and Serving Workers, Including Fast Food

43%
Medium Risk

Higher risk than 89% of other occupations

Food Batchmakers

45%
Medium Risk

Median salary: $40,790

Higher risk than 92% of other occupations

Cooks, Fast Food

46%
Medium Risk

Median salary: $30,160

Higher risk than 93% of other occupations

Sales Managers

25%
Medium Risk

Higher risk than 20% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 23% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Advertising and Promotions Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Bakers professionals should diversify beyond them.

  • Mathematics

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

  • Information Ordering

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

  • Reading Comprehension

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

  • Mathematics

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

  • Memorization

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

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Adaptability/Flexibility

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

  • Leadership

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

  • Manual Dexterity

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

  • Coordination

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

  • Social Perceptiveness

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

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 2 scoring runs

-8.3

overall change

Checking for existing plan...