Personal Care and Service · United States (national)
Tour Guides and Escorts
How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is less exposed to automation, and a near-term shift looks unlikely.
It is a sourced range, not a verdict, and the detail is below.
Built on O*NET tasks, BLS pay and projections, and peer-reviewed AI-exposure research. Sources shown.
Data snapshot SNAPSHOT-2026-11-06. How it works
AI / softwarerange 22.6 to 46.6
Physical / roboticsrange 14.2 to 38.2
When the change is likely
Largely unaffectedlocal demand stable
What to do about it
Use AI to outpace AI.
Strategies to protect your livelihood, most important first.
1
Stay sharp; urgency is low
This role looks durable. Keep your skills current and watch for shifts in your field.
2
Pivot toward Ushers, Lobby Attendants, and Ticket Takers
It is skill-adjacent and less exposed (31.6 vs 35). A lateral move now beats a forced one later.
3
Build a financial buffer
Keep 6 to 12 months of expenses and diversify your income, so a disruption is a setback rather than a catastrophe.
4
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
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Which of my tasks are exposed
Describe tour points of interest to group members, and respond to questions.
50.0
Escort individuals or groups on cruises, sightseeing tours, or through places of interest, such as industrial establishments, public buildings, or art galleries.
100.0
Monitor visitors' activities to ensure compliance with establishment or tour regulations and safety practices.
100.0
Conduct educational activities for school children.
100.0
Research various topics, including site history, environmental conditions, and clients' skills and abilities to plan appropriate expeditions, instruction, and commentary.
50.0
Provide directions and other pertinent information to visitors.
34.6
Select travel routes and sites to be visited based on knowledge of specific areas.
50.0
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Task: Escort individuals or groups on cruises, sightseeing tours, or through places of interest, such as industrial establishments, public buildings, or art galleries.
Task: Monitor visitors' activities to ensure compliance with establishment or tour regulations and safety practices.
Lower-risk adjacent roles
Ushers, Lobby Attendants, and Ticket Takers
31.6
A full, ranked mitigation plan is part of the paid tiers.
How this score is calculated
Map Tour Guides and Escorts to its standard O*NET task list (7 core tasks).
Score each task for AI/software exposure (Eloundou et al. 2023) and physical/robotics exposure (an O*NET work-context proxy), each 0 to 100.
The two axis scores are the task averages: AI 34.6, robotics 26.2.
The timeline comes from the higher axis (34.6), shifted for local demand (stable), and seniority. It is read against your remaining working years.
Ranges are about ±12 points. A backtest against real BLS employment change shows the risk ranking holds in aggregate, but individual outcomes are predicted weakly, so results are ranges, never a flat verdict.
Sources: O*NET, Eloundou et al. (2023), GPTs are GPTs, O*NET Work Context, BLS CPI-U, BLS OEWS.
Snapshot SNAPSHOT-2026-11-06. Full method and backtest on How it works.