Medium AI Risk Declining

Tool grinders, filers, and sharpeners

SOC Code: 51-4194

Tool grinders, filers, and sharpeners carries a 35% AI exposure score (Medium automation risk), with a median annual wage of $48,970 and -7.8% projected employment growth from 2024 to 2034 (BLS), affecting approximately 5,800 workers. Full task breakdown, skills, and employer data are below.

AI Exposure Score
35% Medium
Typical exposure

Proportion of tasks susceptible to AI automation (O*NET analysis)

Projected Growth
-7.8%
Bottom 10% growth
2024–2034 (BLS)
-500 jobs
Median Annual Wage
$48,970
Typical pay
BLS May 2024
How wage figures are sourced →
The verdict

At 35% AI exposure, Tool grinders, filers, and sharpeners sits 2 points below the 37.2% average across 832 U.S. occupations - more exposed than 46% of them. Most of its core tasks still require human judgment.

35%
AI exposure
46th
percentile
-7.8%
Job growth 2024–34
$48,970
Median wage
F

Career outlook score

32/100

Tool grinders, filers, and sharpeners, weighted across 3 of 3 tracked dimensions

A weighted composite of median wage, projected growth, and AI-automation security (inverted exposure), each benchmarked against every other tracked occupation. It describes this occupation's standing across those three dimensions, not a guarantee of future outcomes.

  • Median wage F $48,970

    Annual median wage, percentile rank vs all tracked occupations

  • Projected growth F -7.8%

    Projected employment change, 2024-2034, BLS Employment Projections

  • AI exposure (inverted) C- 35% exposure

    Lower O*NET task-automability scores lower risk; this dimension scores security, not exposure

Employment vs AI exposure

Home health and personal care aides is #1 of 832 occupations by employment (4.3M, AI exposure rank #392 at 35%) vs. Bookkeeping, accounting, and auditing clerks #1 by AI task exposure (95%, employment rank #17 at 1.6M).

4.3M
Home health and personal care aides employment (#1)
#392
Home health and personal care aides AI rank
95%
Bookkeeping, accounting, and auditing clerks AI exposure (#1)
#17
Bookkeeping, accounting, and auditing clerks employment rank

Automation-risk inventory

Exclusive cut of 832 occupations by PlainWorkforce automation-risk band. Orthogonal to the continuous AI-exposure distribution chart below and to this occupation's single risk badge, this is the corpus band mix, with Tool grinders, filers, and sharpeners in the Medium band.

Credential × growth standing

Open entry on a declining BLS line

Typical entry is HS / some college (333/832) while growth is Declining (111/832). This is the crowded high-risk corner of the map - automation and headcount pressure compound without a degree moat.

Where Tool grinders, filers, and sharpeners sits among all occupations

AI-exposure score distribution across 832 U.S. occupations (O*NET task analysis). This occupation is marked in rose.

Where Tool grinders, filers, and sharpeners sits by AI exposure

AI-exposure score distribution across U.S. occupations (O*NET task analysis)

35% Lower than most lower than 54% of 832 occupations

Occupations, banded by AI-exposure score

Each bar is a band; taller bars hold more occupations. The dashed line + filled bar mark this entry. Hover or tap any bar for its full count and share, and where it sits relative to this entry.

Source O*NET task data (U.S. Department of Labor) · BLS 2024–2034

Source: O*NET task data (U.S. Department of Labor); AI-exposure scores are PlainWorkforce's analysis. As of BLS 2024–2034.

Tool grinders, filers, and sharpeners vs. its occupational neighbors

AI exposure (horizontal) vs projected 2024–2034 growth (vertical) for occupations in the same SOC group. Tool grinders, filers, and sharpeners is marked in rose; the top-left corner is the most future-proof.

Future-proofGrowing but exposedStable, lower-AIMost at risk28.1%33.0%38%43.0%47.9%-11.5%-7.0%-2.5%1.9%6.4%AI exposure (%) →Projected growth (%) →Tool grinders, AI exposure (%) →: 35% · Projected growth (%) →: -7.8%Tool grindersMiscellaneous assemb, AI exposure (%) →: 35% · Projected growth (%) →: -0.1%Miscellaneous assembFirst-line superviso, AI exposure (%) →: 35% · Projected growth (%) →: 1.2%First-line supervisoInspectors, AI exposure (%) →: 47% · Projected growth (%) →: 0%InspectorsWelders, AI exposure (%) →: 29% · Projected growth (%) →: 2.2%WeldersPackaging, AI exposure (%) →: 42% · Projected growth (%) →: 4.5%PackagingMachinists, AI exposure (%) →: 30% · Projected growth (%) →: 0%MachinistsProduction workers, AI exposure (%) →: 35% · Projected growth (%) →: 0.5%Production workersElectrical, AI exposure (%) →: 35% · Projected growth (%) →: 4.6%ElectricalBakers, AI exposure (%) →: 37% · Projected growth (%) →: 5.6%BakersLaundry, AI exposure (%) →: 31% · Projected growth (%) →: 5.4%LaundryComputer numerically, AI exposure (%) →: 36% · Projected growth (%) →: -10.7%Computer numerically

Source: BLS Employment Projections 2024–2034 (growth) and O*NET (AI-exposure analysis by PlainWorkforce).

Employment Projections

5,800
Employment 2024
5,400
Projected 2034
-7.8%
Change (%)
-500
Change (jobs)

Where This Score Comes From

Tool grinders, filers, and sharpeners's Medium automation-risk tier is computed from O*NET Database 30.0 task-level analysis, where each documented task the occupation performs is evaluated against current generative AI, robotic process automation, and machine-learning capabilities. A score below 40% reflects tasks anchored in physical dexterity, unstructured environments, or high-touch human interaction that current AI cannot reliably replicate.

The employment, wage, and education figures above come from a second, separate federal source: BLS Employment Projections 2024–2034, matched to the O*NET task data by Standard Occupational Classification (SOC 51-4194) code, with the wage figure cross-validated against the BLS Occupational Employment and Wage Statistics (OEWS) May 2024 survey. BLS figures are presented exactly as published, with no adjustment on our part; the SOC-code match is what lets Tool grinders, filers, and sharpeners be compared directly against every other tracked occupation on the same basis, not just roles that happen to share a job title.

For career planners, this profile should be read alongside the task, skill, and knowledge breakdowns below and the list of employers whose workforce composition includes Tool grinders, filers, and sharpeners. Adjacent occupations shown further down offer lateral moves that preserve industry knowledge while potentially reducing exposure.

Education & Entry Requirements

Typical Education
High school diploma or equivalent
Work Experience
None
On-the-Job Training
Moderate-term on-the-job training

Top Tasks (O*NET)

  1. 1. Monitor machine operations to determine whether adjustments are necessary, stopping machines when problems occur.
  2. 2. Inspect, feel, and measure workpieces to ensure that surfaces and dimensions meet specifications.
  3. 3. Study blueprints or layouts of metal workpieces to determine grinding procedures, and to plan machine setups and operational sequences.
  4. 4. Select and mount grinding wheels on machines, according to specifications, using hand tools and applying knowledge of abrasives and grinding procedures.
  5. 5. Compute numbers, widths, and angles of cutting tools, micrometers, scales, and gauges, and adjust tools to produce specified cuts.
  6. 6. Turn valves to direct flow of coolant against cutting wheels and workpieces during grinding.
  7. 7. Set up and operate grinding or polishing machines to grind metal workpieces, such as dies, parts, and tools.
  8. 8. Dress grinding wheels, according to specifications.
  9. 9. File or finish surfaces of workpieces, using prescribed hand tools.
  10. 10. Perform basic maintenance, such as cleaning and lubricating machine parts.

Key Skills Required

  • Operations Monitoring
  • Operation and Control
  • Quality Control Analysis
  • Equipment Maintenance
  • Repairing
  • Critical Thinking
  • Monitoring
  • Equipment Selection
  • Troubleshooting
  • Reading Comprehension

Knowledge Areas

  • Mechanical
  • Mathematics
  • English Language
  • Production and Processing
  • Education and Training
  • Customer and Personal Service
  • Administration and Management
  • Engineering and Technology
  • Design
  • Computers and Electronics

Frequently Asked Questions

Will AI replace Tool grinders, filers, and sharpeners?

Tool grinders, filers, and sharpeners has an AI exposure score of 35%, indicating a medium level of automation risk. The majority of tasks in this role require human judgment, creativity, or physical presence that AI cannot easily replicate.

What is the job outlook for Tool grinders, filers, and sharpeners?

According to BLS Employment Projections 2024-2034, Tool grinders, filers, and sharpeners is projected to decline by 7.8% over the decade. Current employment stands at approximately 5,800 workers.

What skills are needed for Tool grinders, filers, and sharpeners?

Key skills for Tool grinders, filers, and sharpeners include Operations Monitoring, Operation and Control, Quality Control Analysis, and others. Typical entry-level education is High school diploma or equivalent.

How much do Tool grinders, filers, and sharpeners earn?

The median annual wage for Tool grinders, filers, and sharpeners is $48,970, according to BLS Occupational Employment and Wage Statistics (May 2024). Actual earnings vary by location, experience, industry, and employer. The BLS publishes detailed wage percentiles by region in its Occupational Employment and Wage Statistics program.

What education is required for Tool grinders, filers, and sharpeners?

The typical entry-level education for Tool grinders, filers, and sharpeners is High school diploma or equivalent. Employers generally expect None of related work experience. On-the-job training typically involves Moderate-term on-the-job training. Requirements can vary by employer and specialization.

Which companies employ Tool grinders, filers, and sharpeners?

Tool grinders, filers, and sharpeners roles exist across many industries and employers. Workforce composition is estimated from BLS industry-occupation employment distributions matched to SEC-registered public companies.

AI Exposure Rating

1.8
out of 5.0

Medium automation risk based on 10 analyzed tasks. Most tasks require human judgment and are resistant to automation.

Nationwide occupations with similar workforce profiles

Two data-derived peer sets for Tool grinders, filers, and sharpeners: AI-exposure neighbors and BLS 2034 growth neighbors (distinct comparison neighborhoods, cross-occupation).

Similar AI exposure score

Nearest O*NET task-automability scores nationwide (35% here).

Similar projected growth (2024–2034)

Nearest BLS employment change rates nationwide (-7.8% here).

Peers are nearest-neighbor matches on published BLS + O*NET metrics among occupations with ≥10,000 workers in 2024; corpus ranks above sort the full tracked set.

What to do with this

Use Tool grinders, filers, and sharpeners' numbers above to compare, not just read in isolation.

AI exposure scores estimate task automatability from O*NET data; they are not a certainty of job loss, and BLS growth projections are estimates, not guarantees.

Data sources: Bureau of Labor Statistics Employment Projections 2024–2034 and O*NET Database 30.0. Employment figures are rounded. Wage data from BLS Occupational Employment Statistics (OES).

Every figure on PlainWorkforce is rendered directly from BLS/O*NET source data, no number is typed in by an editor. See our editorial standards & corrections policy, the methodology behind these figures, or report a data error. Data current as of BLS Employment Projections 2024-2034.

Sources: BLS Employment Projections 2024-2034, O*NET Database 30.0.