AITakeover Tracker
43%medium risk

Computer Numerically Controlled Machine Tool Programmers, Metal and Plastic

Develop programs to control machining or processing of metal or plastic parts by automatic machine tools, equipment, or systems.

Higher risk than 88% of occupations

AI Impact Summary

Computer Numerically Controlled Machine Tool Programmers, Metal and Plastic faces moderate AI displacement risk with a score of 43/100. This occupation has higher AI displacement risk than 88% of all analyzed occupations. Of 17 analyzed tasks, 6 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)

Programming15%

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

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%

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

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.

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.

Manual Dexterity80%

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

Social Perceptiveness90%

Social Perceptiveness 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)

MonitoringWritingCritical ThinkingActive LearningJudgment and Decision MakingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Computer Numerically Controlled Machine Tool Programmers, 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

Courseraintermediate

IBM AI Engineering Professional Certificate

by IBM

~12 weeks$49/mo4.6Certificate
Addresses vulnerability: Programming

Estimated Impact

-8.2pt risk

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.1pt risk

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

-3.5pt 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

High School Diploma24%
Some College41%
Post-Secondary Certificate7%
Associate's Degree19%
Bachelor's Degree10%

Prior Experience Needed

Work experience required to enter this job

1-3 months10%
6 months - 1 year18%
1-2 years23%
2-4 years4%
4-6 years26%
6-8 years13%
Over 10 years7%

Training Provided After Hiring

How long it typically takes to learn on the job

None10%
Up to 1 month6%
1-3 months13%
3-6 months16%
6 months - 1 year15%
1-2 years21%
2-4 years19%

How AI Impacts Each Task

17 tasks analyzed

Write programs in the language of a machine's controller and store programs on media such as punch tapes, magnetic tapes, or disks.

Risk: 53.3%AI: 65.7ObservedTime: 15%

Determine the sequence of machine operations, and select the proper cutting tools needed to machine workpieces into the desired shapes.

Risk: 54.6%AI: 69EstimatedTime: 10%

Revise programs or tapes to eliminate errors, and retest programs to check that problems have been solved.

Risk: 52.2%AI: 62.95ObservedTime: 10%

Analyze job orders, drawings, blueprints, specifications, printed circuit board pattern films, and design data to calculate dimensions, tool selection, machine speeds, and feed rates.

Risk: 54.6%AI: 69EstimatedTime: 12%

Write instruction sheets and cutter lists for a machine's controller to guide setup and encode numerical control tapes.

Risk: 87.2%AI: 95EstimatedTime: 5%

Observe machines on trial runs or conduct computer simulations to ensure that programs and machinery will function properly and produce items that meet specifications.

Risk: 51.0%AI: 60EstimatedTime: 8%

Prepare geometric layouts from graphic displays, using computer-assisted drafting software or drafting instruments and graph paper.

Risk: 85.2%AI: 90EstimatedTime: 5%

Enter computer commands to store or retrieve parts patterns, graphic displays, or programs that transfer data to other media.

Risk: 87.2%AI: 95EstimatedTime: 3%

Modify existing programs to enhance efficiency.

Risk: 51.7%AI: 61.68ObservedTime: 8%

Determine reference points, machine cutting paths, or hole locations, and compute angular and linear dimensions, radii, and curvatures.

Risk: 54.6%AI: 69EstimatedTime: 8%

Draw machine tool paths on pattern film, using colored markers and following guidelines for tool speed and efficiency.

Risk: 63.0%AI: 75EstimatedTime: 2%

Sort shop orders into groups to maximize materials utilization and minimize machine setup time.

Risk: 87.2%AI: 95EstimatedTime: 3%

Enter coordinates of hole locations into program memories by depressing pedals or buttons of programmers.

Risk: 63.0%AI: 75EstimatedTime: 2%

Compare encoded tapes or computer printouts with original part specifications and blueprints to verify accuracy of instructions.

Risk: 85.2%AI: 90EstimatedTime: 3%

Perform preventative maintenance or minor repairs on machines.

Risk: 13.0%AI: 10EstimatedTime: 2%

Align and secure pattern film on reference tables of optical programmers, and observe enlarger scope views of printed circuit boards.

Risk: 49.0%AI: 40EstimatedTime: 2%

Order tooling for jobs.

Risk: 86.0%AI: 92EstimatedTime: 2%

Protective Factors

Total protective discount: 27.4%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailIndependenceAnalytical ThinkingDependabilityIntegrityAchievement/EffortPersistenceCooperationSelf ControlInitiativeInnovationAdaptability/Flexibility
Career Planning

Explore other career paths

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

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Computer Numerically Controlled Machine Tool Programmers, Metal and Plastic professionals should diversify beyond them.

  • Programming

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

  • 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

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

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.

  • Leadership

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

  • Coordination

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

  • Equipment Maintenance

    Equipment Maintenance 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.

  • Writing

    Writing 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.

Score History

Risk score over 2 scoring runs

-1.0

overall change

Checking for existing plan...

Related News

Recent articles about AI affecting this occupation

1 articles

Coding After Coders: The End of Computer Programming as We Know It

Silicon Valley software engineers are shifting away from traditional coding as autonomous artificial intelligence systems take over routine tasks.

NYT Technology4d ago