AITakeover Tracker
35%medium risk

First-Line Supervisors of Production and Operating Workers

Directly supervise and coordinate the activities of production and operating workers, such as inspectors, precision workers, machine setters and operators, assemblers, fabricators, and plant and system operators.

Green Increased DemandHigher risk than 67% of occupations

AI Impact Summary

First-Line Supervisors of Production and Operating Workers faces moderate AI displacement risk with a score of 35/100. This occupation has higher AI displacement risk than 67% of all analyzed occupations. Of 20 analyzed tasks, 8 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)

Reading Comprehension10%

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

Information Ordering5%

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

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.

Mathematics10%

Mathematics 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)

Leadership88%

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

Coordination70%

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

Adaptability/Flexibility85%

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

Social Perceptiveness90%

Social Perceptiveness 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.

Persuasion80%

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

Negotiation85%

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

Instructing75%

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

AI-Augmented Skills (7)

Critical ThinkingJudgment and Decision MakingMonitoringWritingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to First-Line Supervisors of Production and Operating Workers 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

Courserabeginner

Google Technical Writing

by Google

12 hoursFree4.7Certificate
Addresses vulnerability: Reading Comprehension

Estimated Impact

-7.2pt risk+$4K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-5.2pt risk+$4K/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

-4.1pt risk+$5K/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

Training Provided After Hiring

How long it typically takes to learn on the job

4-6 years7%

How AI Impacts Each Task

20 tasks analyzed

Enforce safety and sanitation regulations.

Risk: 27.0%AI: 30EstimatedTime: 6%

Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators.

Risk: 19.0%AI: 10EstimatedTime: 12%

Confer with other supervisors to coordinate operations and activities within or between departments.

Risk: 23.0%AI: 20EstimatedTime: 6%

Plan and establish work schedules, assignments, and production sequences to meet production goals.

Risk: 86.0%AI: 92EstimatedTime: 6%

Inspect materials, products, or equipment to detect defects or malfunctions.

Risk: 63.0%AI: 75EstimatedTime: 8%

Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.

Risk: 86.0%AI: 92EstimatedTime: 8%

Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers.

Risk: 23.0%AI: 20EstimatedTime: 5%

Interpret specifications, blueprints, job orders, and company policies and procedures for workers.

Risk: 84.0%AI: 87EstimatedTime: 4%

Keep records of employees' attendance and hours worked.

Risk: 88.0%AI: 97EstimatedTime: 3%

Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs.

Risk: 86.0%AI: 92EstimatedTime: 5%

Requisition materials, supplies, equipment parts, or repair services.

Risk: 86.0%AI: 92EstimatedTime: 3%

Maintain operations data, such as time, production, and cost records, and prepare management reports of production results.

Risk: 88.0%AI: 97EstimatedTime: 5%

Determine standards, budgets, production goals, and rates, based on company policies, equipment and labor availability, and workloads.

Risk: 51.0%AI: 60EstimatedTime: 4%

Confer with management or subordinates to resolve worker problems, complaints, or grievances.

Risk: 19.0%AI: 10EstimatedTime: 5%

Set up and adjust machines and equipment.

Risk: 49.0%AI: 40EstimatedTime: 5%

Calculate labor and equipment requirements and production specifications, using standard formulas.

Risk: 88.0%AI: 97EstimatedTime: 3%

Recommend or implement measures to motivate employees and to improve production methods, equipment performance, product quality, or efficiency.

Risk: 23.0%AI: 20EstimatedTime: 4%

Plan and develop new products and production processes.

Risk: 51.0%AI: 60EstimatedTime: 2%

Recommend or execute personnel actions, such as hirings, evaluations, or promotions.

Risk: 23.0%AI: 20EstimatedTime: 3%

Evaluate employee performance.

Risk: 27.0%AI: 30EstimatedTime: 3%

Protective Factors

Total protective discount: 31.8%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityLeadershipAttention to DetailIntegrityInitiativeConcern for OthersSelf ControlStress ToleranceCooperationAnalytical ThinkingAdaptability/FlexibilityPersistence

Wage & Employment (2024)

Median Wage

$71,190

per year

Mean Wage

$74,540

per year

Employment

685K

workers

Wage Range

$45,790 - $106,960

10th - 90th pct

Wage Distribution

$45,790Median: $71,190$106,960
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

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Higher risk than 20% of other occupations

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26%
Medium Risk

Higher risk than 23% of other occupations

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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%
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Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. First-Line Supervisors of Production and Operating Workers professionals should diversify beyond them.

  • Reading Comprehension

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

  • Information Ordering

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

  • 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.

  • Mathematics

    Mathematics 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.

  • Leadership

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

  • Coordination

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

  • Adaptability/Flexibility

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

  • Social Perceptiveness

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

  • Complex Problem Solving

    Complex Problem Solving 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.

  • Critical Thinking

    Critical Thinking 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.

  • Monitoring

    Monitoring 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.

  • Active Learning

    Active Learning 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

+0.6

overall change

Checking for existing plan...

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