{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/bicycle-repairers/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "Bicycle Repairers", "soc_code": "49-3091", "category": "Trades", "us_employment": 12170, "median_annual_wage": 42780 }, "verdict": "EXPOSED", "risk_resistance": 55, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 17, "embodiment": 17, "liability_shield": 2, "trust_premium": 11, "judgment_accountability": 8 }, "reasoning": { "task_resistance": "Lacing a 32-spoke wheel from loose parts, feeling for the exact tension that pulls a hop out without adding a wobble, and tracing a creak that could be the seatpost, the pedals, or a cracked chainstay are tasks with no digital handle at all — 17 rather than 20 only because the front-of-shop work (checking a derailleur's compatibility with a new 12-speed cassette, writing the estimate, ordering the part) is now genuinely done faster with a model.", "embodiment": "Every billable minute is hands on a bike in a stand — cutting and facing a head tube, pressing a BB30 shell, bleeding a Shimano caliper without a bubble, wrestling a tubeless tire onto an unfamiliar rim — and the 17 rather than 19 reflects that it happens in your own shop with your own tools and lighting, not roadside in the rain or on a race-support tailgate.", "liability_shield": "No state licenses bicycle repair, there is no ASE-equivalent exam you must pass, and a bike you assembled that fails is a shop insurance and CPSC-recall matter rather than something attached to your name — the 2 acknowledges only that a signed pre-delivery inspection can be pulled into a lawsuit, which is nothing like a mechanic's or electrician's personal exposure.", "trust_premium": "Regulars come back to a specific mechanic because you remember their fit, their commute mileage, and that their bottom bracket eats bearings every winter, and that relationship is why they pay shop rates instead of buying the tool — but at 11 not 16, most of the volume is walk-in flats, tune-ups, and warranty assembly where the customer picks whoever is closest and can turn it around by Friday.", "judgment_accountability": "You make real calls that manuals do not settle — whether a scored carbon fork is done, whether a 1997 frame is worth a $300 drivetrain, whether to overrule the torque spec on a stripped insert — but most days run on published spec sheets and standard tune-up sequences, and the consequence of a wrong call is a returned bike rather than an unrecoverable one, which is why this sits at 8." }, "rationale": "Truing a wheel, bleeding hydraulic brakes, chasing a creak, and pressing bottom brackets are dexterity problems no current robot handles at shop economics, so the physical core is effectively untouched by AI. What AI does erode is the surrounding layer: diagnostic Q&A, parts lookup and compatibility checks, quotes, scheduling, and the how-to content that once brought customers through the door. There is no license and no personal liability, so the moat is hands and trust with local riders, not regulation — and the real employment risk here is retail economics and DIY substitution rather than automation.", "outlook": "Employment stays small and roughly flat, with the growth concentrated in e-bike and suspension service where certified hands are scarce and DIY is impractical.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "E-bike and speed-pedelec service becoming a regulated safety inspection: a state or CPSC rule (following CPSC's 2023-25 attention to lithium battery fires and NYC Local Law 39) requiring battery/charger and brake work on Class 2-3 e-bikes to be performed and signed off by a certified technician, with shop liability attached. UL 2849/2271 recertification-after-repair requirements would do the same by insurer mandate.", "plausibility": "plausible", "would_add": 6 }, { "dimension": "liability_shield", "change": "Insurers or fleet operators (bikeshare, delivery fleets, e-cargo) requiring a named certified mechanic's signed pre-deployment inspection record as a condition of coverage — already contractually normal in some municipal bikeshare maintenance agreements, and expandable if e-bike fire/brake-failure claims rise.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Certification schemes (Barnett's, United Bicycle Institute, Shimano/SRAM/Bosch factory service authorization) becoming a purchase criterion because warranty coverage on high-value e-bike drivetrains and batteries is void unless work is done at an authorized service center — manufacturer-enforced, already partly in place for Bosch and Shimano STEPS.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Task-mix shift: as AI absorbs parts lookup, compatibility checks, and quoting, the remaining paid work concentrates in intermittent-fault diagnosis, frame/fork damage go-no-go calls on carbon, and battery pack condemn decisions where the mechanic owns a safety verdict a customer cannot verify. This raises judgment weight without any new law.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "task_resistance", "change": "Growth in the share of work that is e-bike electrical and structural triage rather than mechanical adjustment — proprietary diagnostic tools, sealed packs, and manufacturer-restricted firmware make the diagnostic tier both less scriptable and less DIY-substitutable.", "plausibility": "already happening", "would_add": 2 } ], "ceiling_note": "Ceiling is low: no licensing body exists, headcount is small and shrinking on retail economics, and DIY substitution plus AI how-to content pressures demand regardless of dimension scores. The e-bike regulatory route is the only real path above ~65, and it would concentrate work in authorized dealers rather than lift the occupation broadly." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 12720, "wage": 28390 }, { "y": 2018, "emp": 12200, "wage": 28960 }, { "y": 2019, "emp": 13190, "wage": 30330 }, { "y": 2020, "emp": 11290, "wage": 32630 }, { "y": 2021, "emp": 14760, "wage": 34690 }, { "y": 2022, "emp": 13760, "wage": 36250 }, { "y": 2023, "emp": 13980, "wage": 38320 }, { "y": 2024, "emp": 12590, "wage": 40360 }, { "y": 2025, "emp": 12170, "wage": 42780 } ], "from": 2017, "to": 2025, "change_pct": -4.3, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "home-appliance-repairers", "title": "Home Appliance Repairers", "verdict": "SAFE", "risk_resistance": 67, "median_wage": 50990, "overlap": 84, "skills_to_close": [ "Operations Monitoring", "Installation", "Programming", "Science" ] }, { "slug": "motorboat-mechanics-and-service-technicians", "title": "Motorboat Mechanics and Service Technicians", "verdict": "SAFE", "risk_resistance": 67, "median_wage": 57550, "overlap": 78, "skills_to_close": [ "Operation and Control", "Operations Monitoring", "Science", "Equipment Maintenance" ] }, { "slug": "heating-air-conditioning-and-refrigeration-mechanics-and-installers", "title": "Heating, Air Conditioning, and Refrigeration Mechanics and Installers", "verdict": "SAFE", "risk_resistance": 75, "median_wage": 61010, "overlap": 77, "skills_to_close": [ "Installation", "Operations Monitoring", "Systems Evaluation", "Programming" ] } ], "license": "https://cookedindex.com/terms" }