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Balam Labs
ISCO-08 4224

Hotel receptionists

71.5%
ADI · 133rd of 433 · 95% interval 56.2–85.3

An AI agent can at least partly carry out 71.5% of the task time of hotel receptionists, and finish 15.9% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full71.5%

133rd of 433 · interval 56.2–85.3

ADI3 · full delegation15.9%

26th of 433 · interval 3.0–30.9

ADIs · share of time55.4%

86th of 433 · interval 47.4–62.8

Evidence38

task statements rated by two models and weighted by importance and frequency. World employment: 1.8 million.

Task weight by level

How the tasks rate

8%
20%
56%
16%
L0No meaningful role · 8.2%L1Augmentation · 20.3%L2Partial delegation · 55.6%L3Full delegation · 15.9%
Barriers

What stops the agent

Physical presence44%
Accountability9%
Trust and care48%
Access to systems71%

Share of task weight flagged by each barrier; a task can carry several.

38 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Provide information about local features, such as shopping, dining, nightlife, or recreational destinations.Concierges4.7%L3L3L385%12 minTrust and care
Provide directions to guests.Concierges4.2%L2L2L265%4 minPhysical presence, Trust and care
Make reservations for patrons, such as for dinner, spa treatments, or golf tee times, and obtain tickets to special events.Concierges4.1%L2L2L272%22 minTrust and care, Access to systems
Make travel arrangements for sightseeing or other tours.Concierges3.6%L2L2L375%1.1 hAccess to systems
Greet, register, and assign rooms to guests of hotels or motels.Hotel, Motel, and Resort Desk Clerks3.1%L2L2L250%8 minPhysical presence, Accountability, Trust and care, Access to systems
Issue room keys and escort instructions to bellhops.Hotel, Motel, and Resort Desk Clerks3.0%L1L1L230%5 minPhysical presence, Trust and care, Access to systems
Verify customers' credit, and establish how the customer will pay for the accommodation.Hotel, Motel, and Resort Desk Clerks3.0%L2L2L258%6 minPhysical presence, Trust and care, Access to systems
Make and confirm reservations.Hotel, Motel, and Resort Desk Clerks3.0%L3L3L382%9 minAccess to systems
Keep records of room availability and guests' accounts, manually or using computers.Hotel, Motel, and Resort Desk Clerks2.9%L2L3L278%20 minAccountability, Access to systems
Clean and tidy hotel lounge.Concierges · supplemental task2.9%L0L0L04%38 minPhysical presence, Access to systems
Contact housekeeping or maintenance staff when guests report problems.Hotel, Motel, and Resort Desk Clerks2.9%L2L2L375%5 minTrust and care, Access to systems
Perform office duties on a temporary basis when needed.Concierges2.9%L1L1L242%4.0 hPhysical presence, Trust and care, Access to systems
Post charges, such as those for rooms, food, liquor, or telephone calls, to ledgers, manually or by using computers.Hotel, Motel, and Resort Desk Clerks2.9%L3L3L385%3 minAccess to systems
Book airline or train tickets, reserve rental cars, or arrange shuttle service for guests.Concierges2.8%L3L3L382%28 minAccess to systems
Order flowers for guests.Concierges2.8%L2L2L375%18 minAccess to systems
Show the other 23 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Review accounts and charges with guests during the check out process.Hotel, Motel, and Resort Desk Clerks2.8%L2L2L255%7 minTrust and care, Access to systems
Provide food and beverage services to guests.Concierges · supplemental task2.8%L1L1L225%25 minPhysical presence, Trust and care, Access to systems
Receive, store, or deliver luggage or mail.Concierges2.8%L1L1L118%8 minPhysical presence, Trust and care, Access to systems
Compute bills, collect payments, and make change for guests.Hotel, Motel, and Resort Desk Clerks2.8%L2L2L250%7 minPhysical presence, Accountability, Access to systems
Transmit and receive messages, using telephones or telephone switchboards.Hotel, Motel, and Resort Desk Clerks2.7%L2L2L268%4 minAccess to systems
Answer inquiries pertaining to hotel services, guest registration, and travel directions, or make recommendations regarding shopping, dining, or entertainment.Hotel, Motel, and Resort Desk Clerks2.7%L2L2L260%8 minPhysical presence, Accountability, Trust and care, Access to systems
Pick up and deliver items or run errands for guests.Concierges2.6%L1L1L230%45 minPhysical presence, Trust and care, Access to systems
Record guest comments or complaints, referring customers to managers as necessary.Hotel, Motel, and Resort Desk Clerks2.5%L2L2L258%9 minPhysical presence, Trust and care, Access to systems
Advise housekeeping staff when rooms have been vacated and are ready for cleaning.Hotel, Motel, and Resort Desk Clerks2.5%L3L3L388%3 minAccess to systems
Carry out unusual requests, such as searching for hard-to-find items or arranging for exotic services, such as hot-air balloon rides.Concierges2.3%L2L2L262%2.5 hTrust and care, Access to systems
Plan special events, parties, or meetings, which may include booking musicians or celebrities.Concierges2.3%L2L2L258%6.5 hAccountability, Trust and care, Access to systems
Provide business services for guests, such as sending or receiving faxes or shipping packages.Concierges2.2%L1L1L230%15 minPhysical presence, Trust and care, Access to systems
Arrange childcare services for guests.Concierges2.1%L2L2L260%45 minTrust and care
Assist guests with special needs by providing equipment such as wheelchairs.Concierges2.1%L1L1L228%18 minPhysical presence, Trust and care, Access to systems
Clean and maintain lobby and common areas, such as restocking supplies and watering plants.Hotel, Motel, and Resort Desk Clerks2.1%L0L0L04%30 minPhysical presence
Perform bookkeeping activities, such as balancing accounts and conducting nightly audits.Hotel, Motel, and Resort Desk Clerks2.1%L2L2L262%1.1 hPhysical presence, Accountability, Access to systems
Plan, schedule or supervise the work of other employees.Hotel, Motel, and Resort Desk Clerks · supplemental task2.1%L2L2L250%52 minPhysical presence, Trust and care, Access to systems
Date-stamp, sort, and rack incoming mail and messages.Hotel, Motel, and Resort Desk Clerks1.9%L1L1L230%12 minPhysical presence, Access to systems
Arrange tours, taxis, or restaurant reservations for customers.Hotel, Motel, and Resort Desk Clerks1.8%L2L2L268%15 minTrust and care, Access to systems
Prepare for basic food service, such as setting up continental breakfast or coffee and tea supplies.Hotel, Motel, and Resort Desk Clerks1.8%L0L0L215%30 minPhysical presence, Access to systems
Arrange for the replacement of items lost by travelers.Concierges1.7%L2L2L258%1.1 hPhysical presence, Trust and care, Access to systems
Deposit guests' valuables in hotel safes or safe-deposit boxes.Hotel, Motel, and Resort Desk Clerks1.4%L0L0L215%10 minPhysical presence, Accountability, Trust and care, Access to systems
Arrange for interpreters or translators when patrons require such services.Concierges1.0%L2L2L265%35 minTrust and care, Access to systems

Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.

Against other measures

Exposure is not delegation

MeasureValuePercentilePct
ADI (this index)71.5%70
Eloundou et al. (2024), GPT exposure β0.47171
Felten et al. (2021), AI occupational exposure0.73169
Webb (2020), AI patent exposure84
Eisfeldt et al. (2026), generative AI exposure0.28165
Anthropic Economic Index, observed use0.1882

Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.

Same sub-major group (42)

Neighbouring occupations

Dashed line: hotel receptionists (71.5%).

Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Hotel receptionists (ISCO-08 4224), https://balamlabs.org/adi/occupations/4224

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Hotel receptionists (ISCO-08 4224)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/4224.json.