Occupation baseline · Research consensus
Will AI replace Baggage Porters and Bellhops?
Baseline AI displacement risk for Baggage Porters and Bellhops, aggregated from 6 research sources.
What this score means
Baggage Porters and Bellhops 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 6 sources behind this baseline, individual estimates run from 8 to 45, 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 Baggage Porters and Bellhops, most central first, showing 12 of 17.
- 01Receive and mark baggage by completing and attaching claim checks.
- 02Greet incoming guests and escort them to their rooms.
- 03Transport guests about premises and local areas, or arrange for transportation.
- 04Maintain clean lobbies or entrance areas for travelers or guests.
- 05Transfer luggage, trunks, and packages to and from rooms, loading areas, vehicles, or transportation terminals, by hand or using baggage carts.
- 06Supply guests or travelers with directions, travel information, and other information, such as available services and points of interest.
- 07Explain the operation of room features, such as locks, ventilation systems, and televisions.
- 08Assist travelers and guests with disabilities.
- 09Deliver messages and room service orders, and run errands for guests.
- 10Pick up and return items for laundry and valet service.
- 11Act as part of the security team at transportation terminals, hotels, or similar establishments.
- 12Compute and complete charge slips for services rendered and maintain records.
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 6 research sources that scored Baggage Porters and Bellhops for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 04Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 05GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 06AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Baggage Porters and Bellhops?
- Published research puts Baggage Porters and Bellhops at 34 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 6 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Baggage Porters and Bellhops?
- Only partly. Individual estimates for Baggage Porters and Bellhops run from 8 to 45 out of 100 across the 6 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which personal services roles face similar AI exposure?
- The closest published personal services roles to Baggage Porters and Bellhops by score are First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services (34/100), Travel Guides (34/100), and Amusement and Recreation Attendants (33/100). Each has its own page with the research behind its number.
Also covers
Airport Guide · Baggage Agent · Baggage Checker · Baggage Handler · Baggage Porter · Baggage Smasher · Baggageman · Bell Attendant 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
- First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services34/100
- Travel Guides34/100
- 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.