AI exposure: Baggage Porters and Bellhops
Handle baggage for travelers at transportation terminals or for guests at hotels or similar establishments.
Reading this score
computedAt 20.8% of weighted task load, Baggage Porters and Bellhops sits at the 37th percentile, below the point where a job's centre of gravity has moved. 70.8% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is embodiment. Across this occupation's 17 tasks it averages 2.00 out of 3, the highest of the five friction dimensions. In plain terms, the work has to happen in physical space. A language model cannot move matter. Until the robotics to do this work is both good enough and cheap enough to deploy widely, capability in software does not reach it.
The most exposed thing this job does is Page guests in hotel lobbies, dining rooms, or other areas, at 93.3%. The least is Set up conference rooms, display tables, racks, or shelves, and arrange merchandise displays..., at 0.0%. A gap of 93.3% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within personal care and service occupations, this one is less exposed than the median of 24.4% across the group's 31 roles, with 18 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 17 tasks, 6 are currently banded exposed, 0 assisted and 11 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.47 | 0-4 |
| Embodiment | 2.00 | 0-3 |
| Presence | 1.00 | 0-3 |
| Accountability | 0.56 | 0-3 |
| Context | 1.00 | 0-3 |
| Verification cost | 0.68 | 0-3 |
Task by task
17 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Page guests in hotel lobbies, dining rooms, or other areas. | 93.3% | 6.7% | 0.0% | 3.82 | exposed |
| Arrange for shipments of baggage, express mail, and parcels by providing weighing and billing services. | 86.7% | 13.3% | 0.0% | 3.25 | exposed |
| Complete baggage insurance forms. | 73.3% | 26.7% | 0.0% | 3.51 | exposed |
| Supply guests or travelers with directions, travel information, and other information, such as available services and points of interest. | 67.1% | 20.4% | 12.5% | 4.47 | exposed |
| Compute and complete charge slips for services rendered and maintain records. | 60.0% | 40.0% | 0.0% | 3.94 | exposed |
| Explain the operation of room features, such as locks, ventilation systems, and televisions. | 45.0% | 30.0% | 25.0% | 4.45 | exposed |
| Inspect guests' rooms to ensure that they are adequately stocked, orderly, and comfortable. | 13.3% | 11.7% | 75.0% | 3.63 | untouched |
| Act as part of the security team at transportation terminals, hotels, or similar establishments. | 6.7% | 18.3% | 75.0% | 4.15 | untouched |
| Greet incoming guests and escort them to their rooms. | 6.2% | 6.2% | 87.5% | 4.52 | untouched |
| Receive and mark baggage by completing and attaching claim checks. | 0.0% | 0.0% | 100.0% | 4.54 | untouched |
| Transport guests about premises and local areas, or arrange for transportation. | 0.0% | 0.0% | 100.0% | 4.51 | untouched |
| Maintain clean lobbies or entrance areas for travelers or guests. | 0.0% | 0.0% | 100.0% | 4.50 | untouched |
| Transfer luggage, trunks, and packages to and from rooms, loading areas, vehicles, or transportation terminals, by hand or using baggage carts. | 0.0% | 0.0% | 100.0% | 4.47 | untouched |
| Assist travelers and guests with disabilities. | 0.0% | 0.0% | 100.0% | 4.38 | untouched |
| Deliver messages and room service orders, and run errands for guests. | 0.0% | 0.0% | 100.0% | 4.22 | untouched |
| Pick up and return items for laundry and valet service. | 0.0% | 0.0% | 100.0% | 4.14 | untouched |
| Set up conference rooms, display tables, racks, or shelves, and arrange merchandise displays for sales personnel. | 0.0% | 0.0% | 100.0% | 3.69 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.