SAFE
Nearly every core task — setting piano string tension by ear and touch, regluing cracked violin seams, replacing pad seats on a saxophone, voicing hammers, straightening dented brass — is tactile work on a one-off object with no two instruments behaving alike, and robotics cannot approach it. AI's real reach here is small: electronic tuning apps and inventory/quote paperwork already exist, and neither replaces the technician. The actual threat to this occupation is demand and shop economics — school music budgets, cheap imported instruments, an aging customer base — not language models.
This fall is concentrated in 2020 and has not recovered since.
Median pay $36,650 → $46,420 +1.3% in real terms
This line is counted by the Bureau of Labor Statistics — the one figure on this page that isn't a judgement of ours. Headcount moves on demand, offshoring, demographics and the business cycle, and automation is one term among several, often not the loudest.
So a falling line is not evidence that AI did it, and a rising one is not evidence that it won't. Both happen in this register: some occupations resist automation and shrink anyway, others are highly automatable and keep growing. The marked year is 2020.
BLS projection, 2024–2034
+1.4%
Percentage only. The projection counts a different population from the 5,380 above — it includes self-employed workers, which for this occupation is most of them, so the two headcounts are not comparable.
Hard to automate, and growing
The work resists current AI and the BLS projects +1.4% more of these jobs by 2034. Note that safe does not mean well paid — several of the fastest-growing resistant occupations are among the lowest paid on the register.
Different clocks. The score is what current AI could do to this work today. The projection is how many of these jobs will exist in 2034. Everything between the two — how fast employers actually adopt, whether demand grows in the meantime — is why they can point opposite ways without either being wrong.
~600 openings a year on average, including replacing people who leave.
TunerVoicerLuthierOrgan FixerOrgan TunerPiano TunerBow RepairerBanjo RepairerGuitar BuilderHarp RegulatorPiano MechanicTone RegulatorAccordion TunerGuitar RepairerOrgan InstallerPiano InspectorPiano RegulatorViolin MechanicViolin RepairerGuitar InspectorMetal Reed TunerPiccolo MechanicPipe Organ TunerMandolin Repairer
Holding it up: task resistance . Weakest point: liability shield .
Tasks largely resist digitisation Reaming a clarinet tenon, filing hammer felt to change tone, bending brass tubing back into round after a dent, and shimming a bridge to correct action are all judged mid-cut by feel and sound on an instrument with unrepeatable wood, felt, and lacquer condition — the 19 rather than 20 concedes only that a chromatic tuning app now handles the pitch-reading step of a piano tuning, though not the pin-setting.
Hands-on in uncontrolled environments You work inside the piano case, under the harp, with the horn on the bench and the bell on the mandrel — bench vises, torches, buffing wheels, hide glue pots — and half of piano tuning happens in the customer's living room or a school band room, not a controlled shop, which is what pushes this past the fixed-bench trades at 19.
No licence, no signature requirement There is no state licence to repair instruments; the Piano Technicians Guild RPT exam and NAPBIRT membership are voluntary credentials that customers ask about but no statute requires, so nothing in law makes you the person who must sign off — the 3 reflects those credentials existing at all rather than any legal protection.
Meaningful discretion You decide whether a cracked soundboard gets shimmed or the piano is not worth the repair, whether to refinish an old instrument and destroy its value, and how far to voice hammers before the owner's tone preference is overshot — real discretion with money and irreplaceable instruments at stake, but the failures are recoverable and rarely involve anyone's safety, which keeps it at 12 rather than the high teens.
The verdict above describes this occupation as a whole. Almost nobody does the typical version of a job — tick what's actually in your week and see how your own mix sits.
Your task mix speaks to task resistance (19/20 here) — how much of the day's work current AI already does. That is the dimension the boxes above are about.
It cannot move the other three. Liability shield (3/20) is whether the law requires a licensed human to sign. Trust premium (14/20) is whether buyers specifically pay for a person. Judgment and accountability (12/20) is whether the role exists to own consequential calls. Those are facts about the occupation's standing, not about which tasks are in your week — a paralegal who does only trial exhibits still holds no licence. Together they are 29 of this occupation's 67 points (43%).
Embodiment (19/20) is also a property of the work rather than the worker, but we don't tag individual tasks as physical or not, so the picker can't tell you anything about it. That's a limit of this tool, not a claim.
Did we get the list right? Tell us what's missing — the tasks are written from the outside, and you're reading this from the inside.
The moves above are yours to make. This is the other half: what would have to change in the world for the occupation itself to score higher. None of it is in any one person's gift, but it is where the floor actually comes from. Scores here are not a one-way ratchet. Only two of the five dimensions — task resistance and embodiment — track what machines can do. The other three track law, what buyers will pay for, and who is answerable, and those move in both directions, often in response to the same pressure AI creates. If every lever below landed, this occupation would score around 76/100, still SAFE.
Formal certification tiers becoming a purchase criterion buyers actively pay for: Piano Technicians Guild Registered Piano Technician (RPT) status or NAPBIRT membership named as a requirement in school district and university instrument-service contracts, and in insurance-claim repair authorizations. Also visible: high-end restoration markets (pre-war Steinway rebuilds, vintage saxophones) where provenance documentation by a named human restorer materially sets resale value.
Task-mix and asset-value shift: as cheap imports become throwaway and only high-value instruments get serviced, the consequential call — restore vs. replace, whether to alter an original historic instrument, irreversible refinish/rebush decisions on a six-figure asset — becomes a larger share of the work. Watch for museum and conservatory conservation guidelines (AIC-style standards applied to instrument restoration) that make the technician the documented decision owner.
Narrow route only: appraisal and condition-report work for insurance claims and estate valuation, where an insurer or IRS-qualified-appraisal standard requires a named, credentialed human to sign a valuation they are personally answerable for. This attaches to a minority of technicians who do appraisal work, not to the bench trade generally.
The limit. task_resistance and embodiment are already near maximum; there is no headroom and no lever needed. The register cannot rise much on the dimensions it measures, and none of them address the actual risk here — demand collapse from school music budget cuts and disposable imported instruments. A score of 67 that goes to 76 describes a job that is hard to automate and still shrinking.
| New York-Newark-Jersey City, NY-NJ | 310 | $58,730 +27% |
| Nashville-Davidson--Murfreesboro--Franklin, TN | 240 | $61,300 +32% |
| Los Angeles-Long Beach-Anaheim, CA | 190 | $47,580 +2% |
| Dallas-Fort Worth-Arlington, TX | 170 | $53,110 +14% |
| Washington-Arlington-Alexandria, DC-VA-MD-WV | 160 | $51,880 +12% |
| Chicago-Naperville-Elgin, IL-IN | 150 | $58,170 +25% |
| Philadelphia-Camden-Wilmington, PA-NJ-DE-MD | 120 | $49,950 +8% |
| Atlanta-Sandy Springs-Roswell, GA | 80 | $29,570 -36% |
| Allentown-Bethlehem-Easton, PA-NJ | 30 | $63,800 +37% |
| Lansing-East Lansing, MI | 60 | $61,490 +32% |
| Nashville-Davidson--Murfreesboro--Franklin, TN | 240 | $61,300 +32% |
We have no reported case of a named organisation automating this occupation. Not one deployment, not one announcement.
That is worth saying out loud next to a score of 67. The verdict above is about what the work exposes — what current AI could do to these tasks. It is not a claim that anyone has done it. For this occupation those two things have come apart completely: the capability argument is on this page, and the evidence column is empty.
Has AI actually changed your work? One tap, anonymous, and the running tally is public. Nothing else is asked of you.
Rather than check back: get the digest and we'll tell you what changed — or watch a single occupation from its own page.