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.
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)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Computer-Controlled Machine Tool Operators, Metal and Plastic skill gaps, ranked by relevance to your displacement risk profile.
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Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Cybersecurity Fundamentals Path
by Pluralsight
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Inspired Leadership Through Emotional Intelligence
by Case Western Reserve University
Estimated Impact
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
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
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.
Mount, install, align, and secure tools, attachments, fixtures, and workpieces on machines, using hand tools and precision measuring instruments.
Stop machines to remove finished workpieces or to change tooling, setup, or workpiece placement, according to required machining sequences.
Transfer commands from servers to computer numerical control (CNC) modules, using computer network links.
Check to ensure that workpieces are properly lubricated and cooled during machine operation.
Insert control instructions into machine control units to start operation.
Set up and operate computer-controlled machines or robots to perform one or more machine functions on metal or plastic workpieces.
Review program specifications or blueprints to determine and set machine operations and sequencing, finished workpiece dimensions, or numerical control sequences.
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.
Monitor machine operation and control panel displays and compare readings to specifications to detect malfunctions.
Enter commands or load control media, such as tapes, cards, or disks, into machine controllers to retrieve programmed instructions.
Remove and replace dull cutting tools.
Modify cutting programs to account for problems encountered during operation and save modified programs.
Adjust machine feed and speed, change cutting tools, or adjust machine controls when automatic programming is faulty or if machines malfunction.
Calculate machine speed and feed ratios and the size and position of cuts.
Lift workpieces to machines manually or with hoists or cranes.
Stack or load finished items or place items on conveyor systems.
Control coolant systems.
Maintain machines and remove and replace broken or worn machine tools, using hand tools.
Input initial part dimensions into machine control panels.
Confer with supervisors or programmers to resolve machine malfunctions or production errors or to obtain approval to continue production.
Implement changes to machine programs and enter new specifications, using computers.
Write simple programs for computer-controlled machine tools.
Clean machines, tooling, or parts, using solvents or solutions and rags.
Set up future jobs while machines are operating.
Lay out and mark areas of parts to be shot-peened and fill hoppers with shot.
Examine electronic components for defects or completeness of laser-beam trimming, using microscopes.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Measure dimensions of finished workpieces to ensure conformance to specifications, using precision measuring instruments, templates, and fixtures. | 35.08Observed | 47.0% | 7% | |
| Mount, install, align, and secure tools, attachments, fixtures, and workpieces on machines, using hand tools and precision measuring instruments. | 35Estimated | 47.0% | 7% | |
| Stop machines to remove finished workpieces or to change tooling, setup, or workpiece placement, according to required machining sequences. | 45Estimated | 51.0% | 6% | |
| Transfer commands from servers to computer numerical control (CNC) modules, using computer network links. | 92Estimated | 86.0% | 2% | |
| Check to ensure that workpieces are properly lubricated and cooled during machine operation. | 50Estimated | 53.0% | 4% | |
| Insert control instructions into machine control units to start operation. | 92Estimated | 86.0% | 3% | |
| Set up and operate computer-controlled machines or robots to perform one or more machine functions on metal or plastic workpieces. | 40Estimated | 49.0% | 9% | |
| Review program specifications or blueprints to determine and set machine operations and sequencing, finished workpiece dimensions, or numerical control sequences. | 87Estimated | 84.0% | 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. | 45Estimated | 27.0% | 5% | |
| Monitor machine operation and control panel displays and compare readings to specifications to detect malfunctions. | 87Estimated | 84.0% | 6% | |
| Enter commands or load control media, such as tapes, cards, or disks, into machine controllers to retrieve programmed instructions. | 38.1Observed | 64.4% | 2% | |
| Remove and replace dull cutting tools. | 40Estimated | 49.0% | 3% | |
| Modify cutting programs to account for problems encountered during operation and save modified programs. | 60Estimated | 51.0% | 3% | |
| Adjust machine feed and speed, change cutting tools, or adjust machine controls when automatic programming is faulty or if machines malfunction. | 50Estimated | 47.0% | 3% | |
| Calculate machine speed and feed ratios and the size and position of cuts. | 97Estimated | 88.0% | 3% | |
| Lift workpieces to machines manually or with hoists or cranes. | 45Estimated | 51.0% | 5% | |
| Stack or load finished items or place items on conveyor systems. | 60Estimated | 57.0% | 4% | |
| Control coolant systems. | 70Estimated | 61.0% | 2% | |
| Maintain machines and remove and replace broken or worn machine tools, using hand tools. | 10Estimated | 13.0% | 3% | |
| Input initial part dimensions into machine control panels. | 92Estimated | 86.0% | 2% | |
| Confer with supervisors or programmers to resolve machine malfunctions or production errors or to obtain approval to continue production. | 30Estimated | 27.0% | 2% | |
| Implement changes to machine programs and enter new specifications, using computers. | 53.47Observed | 70.6% | 2% | |
| Write simple programs for computer-controlled machine tools. | 67.2Observed | 76.1% | 2% | |
| Clean machines, tooling, or parts, using solvents or solutions and rags. | 35Estimated | 47.0% | 3% | |
| Set up future jobs while machines are operating. | 40Estimated | 49.0% | 4% | |
| Lay out and mark areas of parts to be shot-peened and fill hoppers with shot. | 40Estimated | 49.0% | 2% | |
| Examine electronic components for defects or completeness of laser-beam trimming, using microscopes. | 80Estimated | 65.0% | 2% |
Protective Factors
Total protective discount: 28.6%
Essential Soft Skills
Traits that are hard for AI to replicate
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
See all transitionsSawing Machine Setters, Operators, and Tenders, Wood
34%Median salary: $39,950
Higher risk than 63% of other occupations
Machinists
37%Median salary: $56,150
Higher risk than 71% of other occupations
Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic
38%Median salary: $46,060
Higher risk than 75% of other occupations
Engine and Other Machine Assemblers
38%Median salary: $52,540
Higher risk than 76% of other occupations
Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic
40%Median salary: $48,620
Higher risk than 79% of other occupations
Cutting and Slicing Machine Setters, Operators, and Tenders
40%Median salary: $45,700
Higher risk than 81% of other occupations
Rolling Machine Setters, Operators, and Tenders, Metal and Plastic
42%Median salary: $48,630
Higher risk than 86% of other occupations
Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic
43%Median salary: $45,190
Higher risk than 88% of other occupations
Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic
45%Median salary: $47,450
Higher risk than 91% of other occupations
Coating, Painting, and Spraying Machine Setters, Operators, and Tenders
45%Higher risk than 92% of other occupations
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
overall change