{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/tour-and-travel-guides/", "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": "Tour and Travel Guides", "soc_code": "39-7010", "category": "Personal Care", "us_employment": 53500, "median_annual_wage": 38120 }, "verdict": "EXPOSED", "risk_resistance": 63, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 13, "embodiment": 18, "liability_shield": 5, "trust_premium": 16, "judgment_accountability": 11 }, "reasoning": { "task_resistance": "At 13 the scripted-narration half of the day is genuinely substitutable by an audio app, but the other half — counting heads at the gate, physically pacing a group up a trail or through a bazaar, handling a lost passport at 9pm — has no digital version, which is why it sits at the top of the mixed band rather than in the resistant one.", "embodiment": "An 18 reflects that the workplace is the outdoors and other people's cities: cobblestones, altitude, boat decks, heat, transit strikes, and 20 strangers of varying fitness, none of which you control and all of which you must walk through yourself.", "liability_shield": "A 5 rather than a 0 recognises that some markets do gate the work — NYC and New Orleans licensing, National Park Service CUAs, state outfitter permits, WFR/WFA cards for backcountry trips — but the typical city walking or museum guide is hired on audition and enthusiasm with no credential a competitor can be barred for lacking.", "trust_premium": "16 is warranted because guests choose and rate the guide by name, tip the guide personally, and the whole product is a stranger who makes them feel welcome and safe in an unfamiliar place — but not higher, because most tours are one-off encounters booked through an OTA rather than a client relationship built over years.", "judgment_accountability": "11 covers the calls you actually make — abort the summit, pull someone off the hike, reroute when the site is closed, decide whether the ill guest goes to a clinic — real discretion under time pressure, but bounded by the operator's itinerary, emergency protocol, and a manager reachable by phone, which is what keeps it below the level of someone who owns the outcome alone." }, "rationale": "The narration layer of this job — researching history, writing scripts, building itineraries, answering trip logistics questions — is already handled well by chatbots and self-guided audio/AR apps, and that substitution is real for budget travelers. What survives is the part a phone can't do: physically leading a group through a crowded market or a trail, reading who's about to faint or wander off, resequencing the day when a site closes or weather turns, and being the accountable adult when something goes wrong. Licensure exists only in a handful of cities and a few wilderness/permit contexts, so the regulatory moat is thin at the national median.", "outlook": "Self-guided AI and audio apps will hollow out cheap scripted walking tours over the next decade, while credentialed adventure guides and multi-day tour leaders who own group safety and crisis decisions hold their ground.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "Expansion of permit-holder rules that already require a named, certified human guide-of-record: NPS commercial use authorizations and USFS outfitter-guide permits (Grand Canyon river, Denali, Zion canyoneering) plus state wilderness/whitewater guide licensing (Alaska, Maine, New York DEC guide license, Colorado river outfitter). If more high-traffic jurisdictions adopt Maine/NY-style mandatory guide licensing with WFR certification and personal liability for client safety, or if city guide licensure (New Orleans, Charleston, Savannah, Washington DC-style before Edwards v. DC) is revived and upheld, the shield thickens materially for the licensed tier.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "Insurer-driven rather than statutory: tour operator liability carriers (e.g. Redpoint, Lockton adventure programs) requiring a named certified guide with WFR/SWR and documented ratio compliance as a condition of coverage, and cruise lines / OTAs requiring proof of same for shore excursion vendors. This is already a de facto condition in adventure travel and could extend to general escorted tours.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "trust_premium", "change": "Continued bifurcation where the audio-app tier absorbs budget demand and the surviving paid tier is explicitly sold as human-led: small-group premium operators (Intrepid, Backroads, Context Travel-style docent model) marketing named expert guides with credentials as the product. Verified-human certification marks from professional bodies (WFTGA, ITMI, national tourist-guide associations) becoming a purchase filter on booking platforms would make the premium legible rather than assumed.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "Task-mix shift, no law needed: as narration and logistics Q&A move to apps, what remains is group safety triage, evacuation calls, weather/permit resequencing, and incident command — the decisions with real consequence. Formal recognition of this via mandatory incident-reporting regimes for licensed outfitters (as NPS river permits already require) makes the accountability explicit and personal.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "task_resistance", "change": "Genuine two-tier structure: if the scripted-narration tier is fully absorbed by AR/audio apps, the remaining role is judgment-tier crowd management, medical triage, and cross-cultural negotiation with local vendors and officials, which raises the resistance of the residual job even as headcount falls. Watch for job postings shifting titles toward 'trip leader' / 'expedition leader' with WFR prerequisites rather than 'guide'.", "plausibility": "already happening", "would_add": 3 } ], "ceiling_note": "Headcount is the risk that scores cannot capture: the same forces that raise per-worker resistance (licensure, adventure/wilderness concentration, premium human-led tiers) shrink the occupation toward its high-certification end. Embodiment at 18 is already near ceiling and cannot rise. The urban step-on/city-walking-tour median has no realistic route to a thick shield — First Amendment challenges (Edwards v. District of Columbia, Kagan v. City of New Orleans) have struck down guide licensing as speech regulation, which caps liability_shield for the narration-centric segment specifically." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 46140, "wage": 25770 }, { "y": 2018, "emp": 49740, "wage": 26570 }, { "y": 2019, "emp": 48710, "wage": 27600 }, { "y": 2020, "emp": 38030, "wage": 29460 }, { "y": 2021, "emp": 30980, "wage": 29780 }, { "y": 2022, "emp": 41180, "wage": 34440 }, { "y": 2023, "emp": 46760, "wage": 36060 }, { "y": 2024, "emp": 49010, "wage": 36660 }, { "y": 2025, "emp": 53500, "wage": 38120 } ], "from": 2017, "to": 2025, "change_pct": 16, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }