Takeover Tracker
38%medium risk

Grinding and Polishing Workers, Hand

Grind, sand, or polish, using hand tools or hand-held power tools, a variety of metal, wood, stone, clay, plastic, or glass objects. Includes chippers, buffers, and finishers.

Higher risk than 75% of occupations
Checking for existing plan...

How AI Impacts Each Task

20 tasks analyzed

Grind, sand, clean, or polish objects or parts to correct defects or to prepare surfaces for further finishing, using hand tools and power tools.

Risk: 39.0%AI: 15EstimatedTime: 20%

Verify quality of finished workpieces by inspecting them, comparing them to templates, measuring their dimensions, or testing them in working machinery.

Risk: 77.2%AI: 70EstimatedTime: 10%

Move controls to adjust, start, or stop equipment during grinding and polishing processes.

Risk: 47.0%AI: 35EstimatedTime: 5%

File grooved, contoured, and irregular surfaces of metal objects, such as metalworking dies and machine parts, to conform to templates, other parts, layouts, or blueprint specifications.

Risk: 37.0%AI: 10EstimatedTime: 8%

Remove completed workpieces from equipment or work tables, using hand tools, and place workpieces in containers.

Risk: 45.0%AI: 30EstimatedTime: 5%

Mark defects, such as knotholes, cracks, and splits, for repair.

Risk: 81.2%AI: 80EstimatedTime: 3%

Measure and mark equipment, objects, or parts to ensure grinding and polishing standards are met.

Risk: 77.2%AI: 70EstimatedTime: 4%

Trim, scrape, or deburr objects or parts, using chisels, scrapers, and other hand tools and equipment.

Risk: 39.0%AI: 15EstimatedTime: 8%

Transfer equipment, objects, or parts to specified work areas, using moving devices.

Risk: 57.0%AI: 60EstimatedTime: 4%

Study blueprints or layouts to determine how to lay out workpieces or saw out templates.

Risk: 85.2%AI: 90EstimatedTime: 3%

Sharpen abrasive grinding tools, using machines and hand tools.

Risk: 41.0%AI: 20EstimatedTime: 3%

Load and adjust workpieces onto equipment or work tables, using hand tools.

Risk: 45.0%AI: 30EstimatedTime: 5%

Fill cracks or imperfections in marble with wax that matches the stone color.

Risk: 39.0%AI: 15EstimatedTime: 3%

Record product and processing data on specified forms.

Risk: 89.2%AI: 100EstimatedTime: 3%

Repair and maintain equipment, objects, or parts, using hand tools.

Risk: 13.0%AI: 10EstimatedTime: 4%

Select files or other abrasives, according to materials, sizes and shapes of workpieces, amount of stock to be removed, finishes specified, and steps in finishing processes.

Risk: 85.2%AI: 90EstimatedTime: 3%

Apply solutions and chemicals to equipment, objects, or parts, using hand tools.

Risk: 41.0%AI: 20EstimatedTime: 3%

Clean brass particles from files by drawing file cards through file grooves.

Risk: 37.0%AI: 10EstimatedTime: 2%

Spread emery powder or other polishing compounds on stone, or wet stone surfaces with hoses, and guide buffing wheels over stone to polish surfaces.

Risk: 41.0%AI: 20EstimatedTime: 2%

Wash grit from stone, using hoses.

Risk: 43.0%AI: 25EstimatedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Information Ordering5%

Information Ordering 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.

Mathematics10%

Mathematics 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.

Equipment Maintenance78%

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

Leadership88%

Leadership 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.

Social Perceptiveness90%

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

Coordination70%

Coordination 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 and Polishing Workers, Hand 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

-6.5pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-4.6pt risk+$2K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Adaptability/Flexibility

Estimated Impact

-3.4pt 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

-5.0

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School34%
High School Diploma39%
Some College11%
Post-Secondary Certificate4%
Associate's Degree11%
Bachelor's Degree1%

Prior Experience Needed

Work experience required to enter this job

None43%
Up to 1 month14%
3-6 months8%
6 months - 1 year19%
2-4 years3%
4-6 years11%
Over 10 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

None21%
Up to 1 month25%
1-3 months11%
3-6 months18%
6 months - 1 year14%
1-2 years11%

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