AITakeover Tracker
40%medium risk

Computer-Controlled Machine Tool Operators, Metal and Plastic

Operate computer-controlled machines or robots to perform one or more machine functions on metal or plastic work pieces.

Green Increased DemandHigher risk than 80% of occupations

AI Impact Summary

Computer-Controlled Machine Tool Operators, Metal and Plastic faces moderate AI displacement risk with a score of 40/100. This occupation has higher AI displacement risk than 80% of all analyzed occupations. Of 27 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)

Mathematics10%

High reliance on Mathematics 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.

Reading Comprehension10%

High reliance on Reading Comprehension 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.

Programming15%

Programming 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.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility 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.

Manual Dexterity80%

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

Leadership88%

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

Coordination70%

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

Equipment Maintenance78%

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

Instructing75%

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

Social Perceptiveness90%

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

AI-Augmented Skills (7)

MonitoringCritical ThinkingJudgment and Decision MakingActive LearningSystems AnalysisWritingTechnology Design

Recommended Courses

Courses matched to Computer-Controlled Machine Tool Operators, Metal and Plastic 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

-7.1pt risk

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

-5.3pt risk

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Adaptability/Flexibility

Estimated Impact

-3.5pt risk

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 School2%
High School Diploma39%
Some College19%
Post-Secondary Certificate15%
Associate's Degree12%
Bachelor's Degree12%

Prior Experience Needed

Work experience required to enter this job

None9%
Up to 1 month4%
1-3 months1%
3-6 months6%
6 months - 1 year22%
1-2 years34%
2-4 years16%
4-6 years6%
8-10 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month20%
1-3 months12%
3-6 months43%
6 months - 1 year14%
1-2 years10%
2-4 years1%

How AI Impacts Each Task

27 tasks analyzed

Measure dimensions of finished workpieces to ensure conformance to specifications, using precision measuring instruments, templates, and fixtures.

Risk: 47.0%AI: 35.08ObservedTime: 7%

Mount, install, align, and secure tools, attachments, fixtures, and workpieces on machines, using hand tools and precision measuring instruments.

Risk: 47.0%AI: 35EstimatedTime: 7%

Stop machines to remove finished workpieces or to change tooling, setup, or workpiece placement, according to required machining sequences.

Risk: 51.0%AI: 45EstimatedTime: 6%

Transfer commands from servers to computer numerical control (CNC) modules, using computer network links.

Risk: 86.0%AI: 92EstimatedTime: 2%

Check to ensure that workpieces are properly lubricated and cooled during machine operation.

Risk: 53.0%AI: 50EstimatedTime: 4%

Insert control instructions into machine control units to start operation.

Risk: 86.0%AI: 92EstimatedTime: 3%

Set up and operate computer-controlled machines or robots to perform one or more machine functions on metal or plastic workpieces.

Risk: 49.0%AI: 40EstimatedTime: 9%

Review program specifications or blueprints to determine and set machine operations and sequencing, finished workpiece dimensions, or numerical control sequences.

Risk: 84.0%AI: 87EstimatedTime: 4%

Listen to machines during operation to detect sounds such as those made by dull cutting tools or excessive vibration and adjust machines to compensate for problems.

Risk: 27.0%AI: 45EstimatedTime: 5%

Monitor machine operation and control panel displays and compare readings to specifications to detect malfunctions.

Risk: 84.0%AI: 87EstimatedTime: 6%

Enter commands or load control media, such as tapes, cards, or disks, into machine controllers to retrieve programmed instructions.

Risk: 64.4%AI: 38.1ObservedTime: 2%

Remove and replace dull cutting tools.

Risk: 49.0%AI: 40EstimatedTime: 3%

Modify cutting programs to account for problems encountered during operation and save modified programs.

Risk: 51.0%AI: 60EstimatedTime: 3%

Adjust machine feed and speed, change cutting tools, or adjust machine controls when automatic programming is faulty or if machines malfunction.

Risk: 47.0%AI: 50EstimatedTime: 3%

Calculate machine speed and feed ratios and the size and position of cuts.

Risk: 88.0%AI: 97EstimatedTime: 3%

Lift workpieces to machines manually or with hoists or cranes.

Risk: 51.0%AI: 45EstimatedTime: 5%

Stack or load finished items or place items on conveyor systems.

Risk: 57.0%AI: 60EstimatedTime: 4%

Control coolant systems.

Risk: 61.0%AI: 70EstimatedTime: 2%

Maintain machines and remove and replace broken or worn machine tools, using hand tools.

Risk: 13.0%AI: 10EstimatedTime: 3%

Input initial part dimensions into machine control panels.

Risk: 86.0%AI: 92EstimatedTime: 2%

Confer with supervisors or programmers to resolve machine malfunctions or production errors or to obtain approval to continue production.

Risk: 27.0%AI: 30EstimatedTime: 2%

Implement changes to machine programs and enter new specifications, using computers.

Risk: 70.6%AI: 53.47ObservedTime: 2%

Write simple programs for computer-controlled machine tools.

Risk: 76.1%AI: 67.2ObservedTime: 2%

Clean machines, tooling, or parts, using solvents or solutions and rags.

Risk: 47.0%AI: 35EstimatedTime: 3%

Set up future jobs while machines are operating.

Risk: 49.0%AI: 40EstimatedTime: 4%

Lay out and mark areas of parts to be shot-peened and fill hoppers with shot.

Risk: 49.0%AI: 40EstimatedTime: 2%

Examine electronic components for defects or completeness of laser-beam trimming, using microscopes.

Risk: 65.0%AI: 80EstimatedTime: 2%

Protective Factors

Total protective discount: 28.6%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailAnalytical ThinkingCooperationAchievement/EffortPersistenceSelf ControlInitiativeStress ToleranceAdaptability/FlexibilityIndependenceDependabilityInnovation
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Computer-Controlled Machine Tool Operators, Metal and Plastic 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

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

  • Reading Comprehension

    High reliance on Reading Comprehension 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.

  • Programming

    Programming 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.

  • Complex Problem Solving

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

  • Manual Dexterity

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

  • Leadership

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

  • Coordination

    Coordination 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.

  • 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.

  • Active Learning

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

  • Systems Analysis

    Systems Analysis 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

-0.4

overall change

Checking for existing plan...