Occupation baseline · Research consensus
Will AI replace Travel Guides?
Baseline AI displacement risk for Travel Guides, aggregated from 4 research sources.
What this score means
Travel Guides leans toward the safer end for Personal Services. Parts of the role touch tasks AI is getting good at, but the core still depends on hands on work or judgment that resists automation. At 34 out of 100 it scores 10 points above the Personal Services average of 24. Across the 4 sources behind this baseline, individual estimates run from 23 to 40, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Travel Guides, most central first, showing 12 of 17.
- 01Arrange for tour or expedition details such as accommodations, transportation, equipment, and the availability of medical personnel.
- 02Plan tour itineraries, applying knowledge of travel routes and destination sites.
- 03Resolve any problems with itineraries, service, or accommodations.
- 04Attend to special needs of tour participants.
- 05Sell travel packages.
- 06Evaluate services received on the tour, and report findings to tour organizers.
- 07Give advice on sightseeing and shopping.
- 08Administer first aid to injured group participants.
- 09Explain hunting and fishing laws to groups to ensure compliance.
- 10Lead individuals or groups to tour site locations and describe points of interest.
- 11Pilot airplanes or drive land and water vehicles to transport tourists to activity or tour sites.
- 12Sell or rent equipment, clothing, and supplies related to expeditions.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 4 research sources that scored Travel Guides for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 02Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 03GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 04AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Travel Guides?
- Published research puts Travel Guides at 34 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 4 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Travel Guides?
- Broadly, yes. Individual estimates for Travel Guides run from 23 to 40 out of 100 across the 4 sources behind this score, a fairly tight range. More recent and higher confidence studies carry more weight in the final number.
- Which personal services roles face similar AI exposure?
- The closest published personal services roles to Travel Guides by score are Baggage Porters and Bellhops (34/100), First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services (34/100), and Amusement and Recreation Attendants (33/100). Each has its own page with the research behind its number.
Also covers
Adventure Guide · Alpine Guide · Cruise Agent · Cruise Consultant · Cruise Coordinator · Cruise Counselor · Cruise Director · Cruise Guide and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
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More personal services occupations
- Gambling and Sports Book Writers and Runners38/100
- First-Line Supervisors of Gambling Services Workers37/100
- First-Line Supervisors of Personal Service Workers37/100
- Gambling Dealers36/100
- Baggage Porters and Bellhops34/100
- First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services34/100
- Amusement and Recreation Attendants33/100
- Residential Advisors30/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.