Tool Grinders, Filers, and Sharpeners
Perform precision smoothing, sharpening, polishing, or grinding of metal objects.
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)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Reading Comprehension 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.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving 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.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
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
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Inspired Leadership Through Emotional Intelligence
by Case Western Reserve University
Estimated Impact
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
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
Monitor machine operations to determine whether adjustments are necessary, stopping machines when problems occur.
Inspect, feel, and measure workpieces to ensure that surfaces and dimensions meet specifications.
Study blueprints or layouts of metal workpieces to determine grinding procedures, and to plan machine setups and operational sequences.
Select and mount grinding wheels on machines, according to specifications, using hand tools and applying knowledge of abrasives and grinding procedures.
Compute numbers, widths, and angles of cutting tools, micrometers, scales, and gauges, and adjust tools to produce specified cuts.
Turn valves to direct flow of coolant against cutting wheels and workpieces during grinding.
Set up and operate grinding or polishing machines to grind metal workpieces, such as dies, parts, and tools.
Dress grinding wheels, according to specifications.
File or finish surfaces of workpieces, using prescribed hand tools.
Perform basic maintenance, such as cleaning and lubricating machine parts.
Remove finished workpieces from machines and place them in boxes or on racks, setting aside pieces that are defective.
Fit parts together in pre-assembly to ensure that dimensions are accurate.
Attach workpieces to grinding machines and form specified sections and repair cracks, using welding or brazing equipment.
Inspect dies to detect defects, assess wear, and verify specifications, using micrometers, steel gauge pins, and loupes.
Duplicate workpiece contours, using tracer attachments.
Remove and replace worn or broken machine parts, using hand tools.
Place workpieces in electroplating solutions or apply pigments to surfaces of workpieces to highlight ridges and grooves.
Straighten workpieces and remove dents, using straightening presses and hammers.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Monitor machine operations to determine whether adjustments are necessary, stopping machines when problems occur. | 70Estimated | 61.0% | 15% | |
| Inspect, feel, and measure workpieces to ensure that surfaces and dimensions meet specifications. | 45Estimated | 51.0% | 10% | |
| Study blueprints or layouts of metal workpieces to determine grinding procedures, and to plan machine setups and operational sequences. | 87Estimated | 84.0% | 5% | |
| Select and mount grinding wheels on machines, according to specifications, using hand tools and applying knowledge of abrasives and grinding procedures. | 35Estimated | 47.0% | 5% | |
| Compute numbers, widths, and angles of cutting tools, micrometers, scales, and gauges, and adjust tools to produce specified cuts. | 72Estimated | 78.0% | 5% | |
| Turn valves to direct flow of coolant against cutting wheels and workpieces during grinding. | 40Estimated | 49.0% | 2% | |
| Set up and operate grinding or polishing machines to grind metal workpieces, such as dies, parts, and tools. | 40Estimated | 49.0% | 15% | |
| Dress grinding wheels, according to specifications. | 45Estimated | 51.0% | 5% | |
| File or finish surfaces of workpieces, using prescribed hand tools. | 30Estimated | 45.0% | 10% | |
| Perform basic maintenance, such as cleaning and lubricating machine parts. | 35Estimated | 47.0% | 5% | |
| Remove finished workpieces from machines and place them in boxes or on racks, setting aside pieces that are defective. | 65Estimated | 59.0% | 5% | |
| Fit parts together in pre-assembly to ensure that dimensions are accurate. | 40Estimated | 49.0% | 3% | |
| Attach workpieces to grinding machines and form specified sections and repair cracks, using welding or brazing equipment. | 10Estimated | 13.0% | 3% | |
| Inspect dies to detect defects, assess wear, and verify specifications, using micrometers, steel gauge pins, and loupes. | 67Estimated | 76.0% | 3% | |
| Duplicate workpiece contours, using tracer attachments. | 45Estimated | 51.0% | 2% | |
| Remove and replace worn or broken machine parts, using hand tools. | 10Estimated | 13.0% | 2% | |
| Place workpieces in electroplating solutions or apply pigments to surfaces of workpieces to highlight ridges and grooves. | 50Estimated | 53.0% | 2% | |
| Straighten workpieces and remove dents, using straightening presses and hammers. | 10Estimated | 13.0% | 2% |
Protective Factors
Total protective discount: 26.9%
Essential Soft Skills
Traits that are hard for AI to replicate
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
Explore other career paths
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Adhesive Bonding Machine Operators and Tenders
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Chief Executives
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General and Operations Managers
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Marketing Managers
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Advertising and Promotions Managers
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Computer and Information Systems Managers
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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
overall change