AITakeover Tracker
43%medium risk

Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic

Set up, operate, or tend grinding and related tools that remove excess material or burrs from surfaces, sharpen edges or corners, or buff, hone, or polish metal or plastic work pieces.

Higher risk than 88% of occupations

AI Impact Summary

Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, 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 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)

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.

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)

Manual Dexterity80%

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

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.

Coordination70%

Coordination 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.

Equipment Maintenance78%

Equipment Maintenance 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)

MonitoringJudgment and Decision MakingCritical ThinkingActive LearningSystems AnalysisWritingTechnology Design

Recommended Courses

Courses matched to Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, 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

-6.8pt 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

-3.5pt 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 School1%
High School Diploma80%
Some College14%
Post-Secondary Certificate4%

Prior Experience Needed

Work experience required to enter this job

None23%
Up to 1 month18%
3-6 months14%
6 months - 1 year6%
1-2 years7%
2-4 years13%
4-6 years13%
6-8 years4%
Over 10 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

None1%
Up to 1 month48%
1-3 months9%
3-6 months5%
6 months - 1 year23%
2-4 years13%

How AI Impacts Each Task

18 tasks analyzed

Inspect or measure finished workpieces to determine conformance to specifications, using measuring instruments, such as gauges or micrometers.

Risk: 61.0%AI: 70EstimatedTime: 8%

Measure workpieces and lay out work, using precision measuring devices.

Risk: 53.0%AI: 50EstimatedTime: 5%

Observe machine operations to detect any problems, making necessary adjustments to correct problems.

Risk: 61.0%AI: 70EstimatedTime: 10%

Move machine controls to index workpieces, and to adjust machines for pre-selected operational settings.

Risk: 51.0%AI: 45EstimatedTime: 5%

Study blueprints, work orders, or machining instructions to determine product specifications, tool requirements, and operational sequences.

Risk: 84.0%AI: 87EstimatedTime: 5%

Select machine tooling to be used, using knowledge of machine and production requirements.

Risk: 85.2%AI: 90EstimatedTime: 4%

Compute machine indexings and settings for specified dimensions and base reference points.

Risk: 86.0%AI: 92EstimatedTime: 4%

Mount and position tools in machine chucks, spindles, or other tool holding devices, using hand tools.

Risk: 49.0%AI: 40EstimatedTime: 5%

Activate machine start-up switches to grind, lap, hone, debar, shear, or cut workpieces, according to specifications.

Risk: 51.0%AI: 45EstimatedTime: 5%

Set up, operate, or tend grinding and related tools that remove excess material or burrs from surfaces, sharpen edges or corners, or buff, hone, or polish metal or plastic workpieces.

Risk: 53.0%AI: 50EstimatedTime: 15%

Set and adjust machine controls according to product specifications, using knowledge of machine operation.

Risk: 51.0%AI: 45EstimatedTime: 5%

Brush or spray lubricating compounds on workpieces, or turn valve handles and direct flow of coolant against tools and workpieces.

Risk: 51.0%AI: 45EstimatedTime: 4%

Lift and position workpieces, manually or with hoists, and secure them in hoppers or on machine tables, faceplates, or chucks, using clamps.

Risk: 53.0%AI: 50EstimatedTime: 8%

Repair or replace machine parts, using hand tools, or notify engineering personnel when corrective action is required.

Risk: 13.0%AI: 10EstimatedTime: 5%

Maintain stocks of machine parts and machining tools.

Risk: 86.0%AI: 92EstimatedTime: 3%

Thread and hand-feed materials through machine cutters or abraders.

Risk: 49.0%AI: 40EstimatedTime: 4%

Adjust air cylinders and setting stops to set traverse lengths and feed arm strokes.

Risk: 49.0%AI: 40EstimatedTime: 3%

Slide spacers between buffs on spindles to set spacing.

Risk: 49.0%AI: 40EstimatedTime: 2%

Protective Factors

Total protective discount: 23.8%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailDependabilitySelf ControlCooperationIntegrityAchievement/EffortAdaptability/FlexibilityIndependenceInnovationInitiativePersistenceConcern for Others

Wage & Employment (2024)

Median Wage

$45,190

per year

Mean Wage

$46,600

per year

Employment

70K

workers

Wage Range

$34,980 - $61,550

10th - 90th pct

Wage Distribution

$34,980Median: $45,190$61,550
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

Sawing Machine Setters, Operators, and Tenders, Wood

34%
Medium Risk

Median salary: $39,950

Higher risk than 63% of other occupations

Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic

35%
Medium Risk

Median salary: $45,590

Higher risk than 64% of other occupations

Print Binding and Finishing Workers

37%
Medium Risk

Median salary: $39,820

Higher risk than 71% of other occupations

Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic

38%
Medium Risk

Median salary: $46,060

Higher risk than 75% of other occupations

Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic

40%
Medium Risk

Median salary: $48,620

Higher risk than 79% of other occupations

Computer-Controlled Machine Tool Operators, Metal and Plastic

40%
Medium Risk

Higher risk than 80% of other occupations

Cutting and Slicing Machine Setters, Operators, and Tenders

40%
Medium Risk

Median salary: $45,700

Higher risk than 81% of other occupations

Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders

43%
Medium Risk

Median salary: $45,130

Higher risk than 87% of other occupations

Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic

45%
Medium Risk

Median salary: $47,450

Higher risk than 91% of other occupations

Coating, Painting, and Spraying Machine Setters, Operators, and Tenders

45%
Medium Risk

Higher risk than 92% 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. Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic professionals should diversify beyond them.

  • 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.

  • 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.

  • Manual Dexterity

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

  • 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.

  • Coordination

    Coordination 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.

  • Monitoring

    Monitoring 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.

  • 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.

  • 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

+1.0

overall change

Checking for existing plan...