AITakeover Tracker
39%medium risk

Tool Grinders, Filers, and Sharpeners

Perform precision smoothing, sharpening, polishing, or grinding of metal objects.

Higher risk than 77% of occupations

AI Impact Summary

Tool Grinders, Filers, and Sharpeners faces moderate AI displacement risk with a score of 39/100. This occupation has higher AI displacement risk than 77% of all analyzed occupations. Of 18 analyzed tasks, 3 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)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

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

Reading Comprehension10%

Reading Comprehension 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.

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.

Instructing75%

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

Coordination70%

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

AI-Augmented Skills (7)

Critical ThinkingMonitoringJudgment and Decision MakingActive LearningWritingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Tool Grinders, Filers, and Sharpeners 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

-6.6pt 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

-4.8pt 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

-3.6pt risk+$3K/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 School13%
High School Diploma45%
Some College36%
Associate's Degree6%

Prior Experience Needed

Work experience required to enter this job

None19%
Up to 1 month12%
1-3 months17%
3-6 months12%
6 months - 1 year1%
1-2 years12%
2-4 years7%
4-6 years19%
6-8 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

None7%
Up to 1 month12%
1-3 months24%
3-6 months7%
6 months - 1 year19%
1-2 years24%
2-4 years7%

How AI Impacts Each Task

18 tasks analyzed

Monitor machine operations to determine whether adjustments are necessary, stopping machines when problems occur.

Risk: 61.0%AI: 70EstimatedTime: 15%

Inspect, feel, and measure workpieces to ensure that surfaces and dimensions meet specifications.

Risk: 51.0%AI: 45EstimatedTime: 10%

Study blueprints or layouts of metal workpieces to determine grinding procedures, and to plan machine setups and operational sequences.

Risk: 84.0%AI: 87EstimatedTime: 5%

Select and mount grinding wheels on machines, according to specifications, using hand tools and applying knowledge of abrasives and grinding procedures.

Risk: 47.0%AI: 35EstimatedTime: 5%

Compute numbers, widths, and angles of cutting tools, micrometers, scales, and gauges, and adjust tools to produce specified cuts.

Risk: 78.0%AI: 72EstimatedTime: 5%

Turn valves to direct flow of coolant against cutting wheels and workpieces during grinding.

Risk: 49.0%AI: 40EstimatedTime: 2%

Set up and operate grinding or polishing machines to grind metal workpieces, such as dies, parts, and tools.

Risk: 49.0%AI: 40EstimatedTime: 15%

Dress grinding wheels, according to specifications.

Risk: 51.0%AI: 45EstimatedTime: 5%

File or finish surfaces of workpieces, using prescribed hand tools.

Risk: 45.0%AI: 30EstimatedTime: 10%

Perform basic maintenance, such as cleaning and lubricating machine parts.

Risk: 47.0%AI: 35EstimatedTime: 5%

Remove finished workpieces from machines and place them in boxes or on racks, setting aside pieces that are defective.

Risk: 59.0%AI: 65EstimatedTime: 5%

Fit parts together in pre-assembly to ensure that dimensions are accurate.

Risk: 49.0%AI: 40EstimatedTime: 3%

Attach workpieces to grinding machines and form specified sections and repair cracks, using welding or brazing equipment.

Risk: 13.0%AI: 10EstimatedTime: 3%

Inspect dies to detect defects, assess wear, and verify specifications, using micrometers, steel gauge pins, and loupes.

Risk: 76.0%AI: 67EstimatedTime: 3%

Duplicate workpiece contours, using tracer attachments.

Risk: 51.0%AI: 45EstimatedTime: 2%

Remove and replace worn or broken machine parts, using hand tools.

Risk: 13.0%AI: 10EstimatedTime: 2%

Place workpieces in electroplating solutions or apply pigments to surfaces of workpieces to highlight ridges and grooves.

Risk: 53.0%AI: 50EstimatedTime: 2%

Straighten workpieces and remove dents, using straightening presses and hammers.

Risk: 13.0%AI: 10EstimatedTime: 2%

Protective Factors

Total protective discount: 26.9%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailDependabilityIndependenceCooperationAdaptability/FlexibilityAnalytical ThinkingIntegrityPersistenceInitiativeInnovationSelf ControlStress Tolerance

Wage & Employment (2024)

Median Wage

$48,970

per year

Mean Wage

$51,790

per year

Employment

6K

workers

Wage Range

$33,770 - $74,120

10th - 90th pct

Wage Distribution

$33,770Median: $48,970$74,120
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

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Molding and Casting Workers

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Median salary: $45,690

Higher risk than 72% of other occupations

Paper Goods Machine Setters, Operators, and Tenders

38%
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Median salary: $49,390

Higher risk than 74% 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

Textile Cutting Machine Setters, Operators, and Tenders

39%
Medium Risk

Median salary: $37,940

Higher risk than 78% 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

Rolling Machine Setters, Operators, and Tenders, Metal and Plastic

42%
Medium Risk

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%
Medium Risk

Median salary: $45,190

Higher risk than 88% of other occupations

Adhesive Bonding Machine Operators and Tenders

46%
Medium Risk

Median salary: $45,210

Higher risk than 93% 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. Tool Grinders, Filers, and Sharpeners 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

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

  • Reading Comprehension

    Reading Comprehension 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.

  • Equipment Maintenance

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

  • Leadership

    Leadership 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.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • 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.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing 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

-0.4

overall change

Checking for existing plan...