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.
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)
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.
Mathematics 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.
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 Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility 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.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
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.
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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
18 tasks analyzed
Inspect or measure finished workpieces to determine conformance to specifications, using measuring instruments, such as gauges or micrometers.
Measure workpieces and lay out work, using precision measuring devices.
Observe machine operations to detect any problems, making necessary adjustments to correct problems.
Move machine controls to index workpieces, and to adjust machines for pre-selected operational settings.
Study blueprints, work orders, or machining instructions to determine product specifications, tool requirements, and operational sequences.
Select machine tooling to be used, using knowledge of machine and production requirements.
Compute machine indexings and settings for specified dimensions and base reference points.
Mount and position tools in machine chucks, spindles, or other tool holding devices, using hand tools.
Activate machine start-up switches to grind, lap, hone, debar, shear, or cut workpieces, according to specifications.
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.
Set and adjust machine controls according to product specifications, using knowledge of machine operation.
Brush or spray lubricating compounds on workpieces, or turn valve handles and direct flow of coolant against tools and workpieces.
Lift and position workpieces, manually or with hoists, and secure them in hoppers or on machine tables, faceplates, or chucks, using clamps.
Repair or replace machine parts, using hand tools, or notify engineering personnel when corrective action is required.
Maintain stocks of machine parts and machining tools.
Thread and hand-feed materials through machine cutters or abraders.
Adjust air cylinders and setting stops to set traverse lengths and feed arm strokes.
Slide spacers between buffs on spindles to set spacing.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Inspect or measure finished workpieces to determine conformance to specifications, using measuring instruments, such as gauges or micrometers. | 70Estimated | 61.0% | 8% | |
| Measure workpieces and lay out work, using precision measuring devices. | 50Estimated | 53.0% | 5% | |
| Observe machine operations to detect any problems, making necessary adjustments to correct problems. | 70Estimated | 61.0% | 10% | |
| Move machine controls to index workpieces, and to adjust machines for pre-selected operational settings. | 45Estimated | 51.0% | 5% | |
| Study blueprints, work orders, or machining instructions to determine product specifications, tool requirements, and operational sequences. | 87Estimated | 84.0% | 5% | |
| Select machine tooling to be used, using knowledge of machine and production requirements. | 90Estimated | 85.2% | 4% | |
| Compute machine indexings and settings for specified dimensions and base reference points. | 92Estimated | 86.0% | 4% | |
| Mount and position tools in machine chucks, spindles, or other tool holding devices, using hand tools. | 40Estimated | 49.0% | 5% | |
| Activate machine start-up switches to grind, lap, hone, debar, shear, or cut workpieces, according to specifications. | 45Estimated | 51.0% | 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. | 50Estimated | 53.0% | 15% | |
| Set and adjust machine controls according to product specifications, using knowledge of machine operation. | 45Estimated | 51.0% | 5% | |
| Brush or spray lubricating compounds on workpieces, or turn valve handles and direct flow of coolant against tools and workpieces. | 45Estimated | 51.0% | 4% | |
| Lift and position workpieces, manually or with hoists, and secure them in hoppers or on machine tables, faceplates, or chucks, using clamps. | 50Estimated | 53.0% | 8% | |
| Repair or replace machine parts, using hand tools, or notify engineering personnel when corrective action is required. | 10Estimated | 13.0% | 5% | |
| Maintain stocks of machine parts and machining tools. | 92Estimated | 86.0% | 3% | |
| Thread and hand-feed materials through machine cutters or abraders. | 40Estimated | 49.0% | 4% | |
| Adjust air cylinders and setting stops to set traverse lengths and feed arm strokes. | 40Estimated | 49.0% | 3% | |
| Slide spacers between buffs on spindles to set spacing. | 40Estimated | 49.0% | 2% |
Protective Factors
Total protective discount: 23.8%
Essential Soft Skills
Traits that are hard for AI to replicate
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
Explore other career paths
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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
overall change