EXPOSED
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.
Mixed — a routine tier and a judgment tier. 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.
Hands-on in uncontrolled environments. 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.
Certification preferred, not legally required. 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.
The human relationship is the product. 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.
Meaningful discretion. 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.
Has AI actually changed your work?