Musical Instrument Repairers and Tuners

AI & job outlook

What today's research says about this occupation's exposure to AI, how AI is actually being used in it, and where employment is headed. These are positions within published studies — measures of exposure and usage, not predictions that this job will disappear.

Exposure to current AI

Each study uses its own scale, so the raw scores are not comparable across rows — the percentile (this job's rank among all U.S. occupations with data) is the comparable figure, and sizes the bars.

OpenAI's exposure study scores tasks three ways: with a language model alone (α 0.0), with simple added tooling (β 0.0), and including AI-powered software (γ 0.0). Higher means more of the job's tasks could be done at least twice as fast — not that they will be automated away.

This job mostly cannot be done remotely (Dingel–Neiman) — its hands-on tasks sit outside what software-based AI reaches.

Mixed signals. Today's AI/LLM studies show relatively low exposure for this job, but the older (2013) Frey–Osborne work rated it higher for computerization and robotics. Different eras, different technologies — the AI measures above reflect the current state.

How AI is actually used in this job

Among measured AI assistant conversations mapped to this occupation (Anthropic Economic Index, 2026-01-15), these task types came up most. These are shares of observed AI conversations — not shares of the job, of worker time, or of what could be automated.

Job outlook

Independent U.S. Bureau of Labor Statistics employment projection for 2024–2034 — a labor-market forecast, not an AI-impact forecast.

“Annual openings” counts new jobs plus replacements for workers who leave the occupation, so it can be large even when growth is modest.

Where this work sits on the global GenAI gradient

The ILO's 2025 global study scores generative-AI exposure on the international ISCO-08 occupation system, not US SOC. Bridged through the published (and approximate, many-to-many) IBS O*NET-SOC ↔ ISCO-08 crosswalk, this US occupation corresponds to the international occupation below. Exposure here means how much of the work's tasks today's AI can attempt — task overlap, not automation, adoption, or jobs lost.

Read the whole six-band gradient on the GenAI exposure gradient page. The crosswalk is approximate: a US occupation can map to several international ones, and the ILO scores describe the international occupation, not this exact US role.

Tasks

All 37 tasks O*NET lists for this occupation, ordered by importance. Each links to its own page with AI-exposure and observed-use detail.

• Align pads and keys on reed or wind instruments. Supplemental · importance 4.9
• Adjust string tensions to tune instruments, using hand tools and electronic tuning devices. Core · importance 4.9
• Solder posts and parts to hold them in their proper places. Supplemental · importance 4.8
• Compare instrument pitches with tuning tool pitches to tune instruments. Core · importance 4.7
• Play instruments to evaluate their sound quality and to locate any defects. Core · importance 4.7
• Disassemble instruments and parts for repair and adjustment. Core · importance 4.6
• Repair or replace musical instrument parts and components, such as strings, bridges, felts, and keys, using hand and power tools. Core · importance 4.6
• Reassemble instruments following repair, using hand tools and power tools and glue, hair, yarn, resin, or clamps, and lubricate instruments as necessary. Core · importance 4.5
• Remove dents and burrs from metal instruments, using mallets and burnishing tools. Supplemental · importance 4.3
• Adjust felt hammers on pianos to increase tonal mellowness or brilliance, using sanding paddles, lacquer, or needles. Supplemental · importance 4.3
• Inspect instruments to locate defects, and to determine their value or the level of restoration required. Core · importance 4.3
• Remove irregularities from tuning pins, strings, and hammers of pianos, using wood blocks or filing tools. Supplemental · importance 4.2
• Shape old parts and replacement parts to improve tone or intonation, using hand tools, lathes, or soldering irons. Core · importance 4.1
• Strike wood, fiberglass, or metal bars of instruments, and use tuned blocks, stroboscopes, or electronic tuners to evaluate tones made by instruments. Supplemental · importance 4.0
• String instruments, and adjust trusses and bridges of instruments to obtain specified string tensions and heights. Core · importance 4.0
• Repair cracks in wood or metal instruments, using pinning wire, lathes, fillers, clamps, or soldering irons. Core · importance 3.9
• Polish instruments, using rags and polishing compounds, buffing wheels, or burnishing tools. Core · importance 3.8
• Mix and measure glue that will be used for instrument repair. Core · importance 3.7
• Make wood replacement parts, using woodworking machines and hand tools. Core · importance 3.4
• Refinish instruments to protect and decorate them, using hand tools, buffing tools, and varnish. Core · importance 3.1
• Assemble and install new pipe organs and pianos in buildings. Supplemental · importance 2.8
• Deliver pianos to purchasers or to locations of their use. Supplemental · importance 2.6
• Wash metal instruments in lacquer-stripping and cyanide solutions to remove lacquer and tarnish. Supplemental · importance 2.4
• Refinish and polish piano cabinets or cases to prepare them for sale. Supplemental · importance 2.3
• Assemble bars onto percussion instruments. Supplemental
• Clean, sand, and paint parts of percussion instruments to maintain their condition. Supplemental
• Cut new drumheads from animal skins, using scissors, and soak drumheads in water to make them pliable. Supplemental
• Cut out sections around cracks on percussion instruments to prevent cracks from advancing, using shears or grinding wheels. Supplemental
• File metal reeds until their pitches correspond with standard tuning bar pitches. Supplemental
• Place rim hoops back onto drum shells to allow new drumheads to dry and become taut. Supplemental
• Remove drumheads by removing tension rods with drum keys and cutting tools. Supplemental
• Remove material from bars of percussion instruments to obtain specified tones, using bandsaws, sanding machines, machine grinders, or hand files and scrapers. Supplemental
• Repair breaks in percussion instruments, such as drums and cymbals, using drill presses, power saws, glue, clamps, grinding wheels, or other hand tools. Supplemental
• Replace xylophone bars and wheels. Supplemental
• Solder or weld frames of mallet instruments and metal drum parts. Supplemental
• Stretch drumheads over rim hoops and tuck them around and under the hoops, using hand tucking tools. Supplemental
• Test tubes and pickups in electronic amplifier units, and solder parts and connections as necessary. Supplemental

Emerging tasks

Newer responsibilities O*NET has flagged as growing for this occupation.

• Adjust the neck angle on fretted instruments.

Work activities

• Test mechanical equipment to ensure proper functioning.
• Adjust tuning or functioning of musical instruments.
• Adjust equipment to ensure optimal performance.
• Disassemble equipment for maintenance or repair.
• Inspect mechanical equipment to locate damage, defects, or wear.
• Repair worn, damaged, or defective mechanical parts.
• Reassemble equipment after repair.
• Lubricate equipment to allow proper functioning.
• Replace worn, damaged, or defective mechanical parts.
• Smooth surfaces of objects or equipment.
• Fabricate parts or components.
• Prepare compounds or solutions to be used for repairs.
• Align equipment or machinery.
• Solder parts or connections between parts.
• Remove dents from equipment, materials, tools or structures.
• Clean equipment, parts, or tools to repair or maintain them in good working order.
• Refinish wood or metal surfaces.
• Travel to work sites to perform installation, repair or maintenance work.
• Polish materials, workpieces, or finished products.
• Assemble products or production equipment.
• Install instrumentation or electronic equipment or systems.

Knowledge, skills & abilities

O*NET importance rating, from 1 (not important) to 5 (extremely important).

Abilities

Knowledge

Transferable skills

Essential skills

Skills in demand

Skills employers ask for in job postings for this occupation (Lightcast), with whether each is a common or specialized skill.

• Finger Dexterity Common Skill
• Visualization Specialized Skill
• Critical Thinking Common Skill
• Deductive Reasoning Common Skill
• English Language Common Skill
• Inductive Reasoning Common Skill
• Information Ordering Specialized Skill
• Complex Problem Solving Common Skill
• Time Management Common Skill
• Reading Comprehension Common Skill
• Equipment Selection Specialized Skill
• Equipment Maintenance Specialized Skill
• Active Listening Common Skill
• Speech Recognition Specialized Skill
• Social Perceptiveness Common Skill
• Writing Common Skill
• Systems Analysis Specialized Skill
• Active Learning Common Skill
• Physics Specialized Skill
• Telecommunications Specialized Skill
• Mathematics Common Skill
• Learning Strategies Specialized Skill
• Instructing Specialized Skill
• Chemistry Specialized Skill
• Depth Perception Common Skill
• Psychology Specialized Skill
• Negotiation Common Skill
• Installation Specialized Skill
• Geography Specialized Skill
• Biology Specialized Skill
• Foreign Language Common Skill

Tools & technology

Work context

How characteristic each condition is of the job, on O*NET's 1–5 context scale (higher = more present in day-to-day work). Each condition links to how it varies across all occupations.

How to get in

Job zone

Zone 3 — Job Zone Three: Medium Preparation Needed

Education

Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree.

Typical entry-level education

High school diploma or equivalent · BLS, the typical path — not a requirement

Related experience

Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job.

Preparation level

SVP (6.0 to < 7.0) — total schooling plus on-the-job experience.

What to study: Mechanic and Repair Technologies/Technicians . Fields of study crosswalked to this occupation (NCES CIP–SOC), not a requirement.

Education of current workers

Share of people in this occupation at each level of education.

Interests & work styles

The interests and personal qualities O*NET associates with people who do this work.

Career interests (Holland / RIASEC)

Interest areas

Work styles

Wages & employment

U.S. · annual wages (BLS OEWS)

Industries that employ this occupation

Where these workers are employed, by number of jobs (national, BLS OEWS). Pay shown is the occupation's national median, not industry-specific.

Where this work is most concentrated

Industries where this occupation is far more common than in the economy as a whole. The location quotient is how many times more concentrated it is here (a value of 5 means five times its economy-wide share).

Related occupations

Part of the Advanced Manufacturing career cluster.

• Electric Motor, Power Tool, and Related Repairers · 49-2092.00 Compare →
• Timing Device Assemblers and Adjusters · 51-2061.00 Compare →
• Watch and Clock Repairers · 49-9064.00 Compare →
• Electromechanical Equipment Assemblers · 51-2023.00 Compare →
• Coil Winders, Tapers, and Finishers · 51-2021.00 Compare →
• Tool Grinders, Filers, and Sharpeners · 51-4194.00 Compare →
• Electrical and Electronic Equipment Assemblers · 51-2022.00 Compare →
• Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic · 51-4033.00 Compare →
• Calibration Technologists and Technicians · 17-3028.00 Compare →
• Jewelers and Precious Stone and Metal Workers · 51-9071.00 Compare →
• Grinding and Polishing Workers, Hand · 51-9022.00 Compare →
• Aircraft Structure, Surfaces, Rigging, and Systems Assemblers · 51-2011.00 Compare →

Side-by-side comparisons place two occupations’ pay, preparation, skills, and AI exposure on the same page — same data, same scale, no forecast.

What you can do with this

Options the data surfaces for Musical Instrument Repairers and Tuners — not advice or a forecast. Each is a real cross-link you can follow into the evidence.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• BLS Occupational Employment and Wage Statistics (OEWS) May 2024 U.S. Bureau of Labor Statistics
• BLS Employment Projections 2024–2034 U.S. Bureau of Labor Statistics
• Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
• Microsoft “Working with AI” working-with-ai Microsoft Research
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic
• AI Occupational Exposure (AIOE) Felten, Raj & Seamans academic
• ILO / Gmyrek et al. GenAI exposure gradient 2025 International Labour Organization
• IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022 Institute for Structural Research (IBS)
• Frey & Osborne (2013) frey-osborne-automation academic
• Dingel & Neiman (2020) dingel-neiman-workathome academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-role-49-9063-00,
  title  = {Musical Instrument Repairers and Tuners},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026},
  url    = {https://singulariki.com/roles/role-49-9063-00}
}