Takeover 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
Checking for existing plan...

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%

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.

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.

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Score History

Risk score over 2 scoring runs

+1.0

overall change

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%

Related News

Recent articles about AI affecting this occupation

1 articles

AI Helping Downsized CFTC Run Smoother Than Ever, Chairman Claims

Despite a 20% reduction in staff from fiscal 2024, the agency is maintaining its market monitoring capabilities by leaning heavily on new technology. Chairman Michael Selig confirmed the smaller workforce is now considered adequately staffed.

FedScoopApr 17

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis