Takeover 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
Checking for existing plan...

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%

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.

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.

Alternate Career Paths

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Score History

Risk score over 2 scoring runs

-0.4

overall change

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%

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