Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
Task
βE1 + 0.5 × E2
Perform office duties on a temporary basis when needed.Details
O*NET Task ID 4532
1.0
Arrange for interpreters or translators when patrons require such services.Details
O*NET Task ID 4536
1.0
Provide information about local features, such as shopping, dining, nightlife, or recreational destinations.Details
O*NET Task ID 4529
0.5
Make travel arrangements for sightseeing or other tours.Details
O*NET Task ID 4530
0.5
Carry out unusual requests, such as searching for hard-to-find items or arranging for exotic services, such as hot-air balloon rides.Details
O*NET Task ID 4534
0.5
Arrange for the replacement of items lost by travelers.Details
O*NET Task ID 4535
0.5
Make reservations for patrons, such as for dinner, spa treatments, or golf tee times, and obtain tickets to special events.Details
O*NET Task ID 20259
0.5
Provide directions to guests.Details
O*NET Task ID 20260
0.5
Provide business services for guests, such as sending or receiving faxes or shipping packages.Details
O*NET Task ID 20261
0.5
Plan special events, parties, or meetings, which may include booking musicians or celebrities.Details
O*NET Task ID 20262
0.5
Arrange childcare services for guests.Details
O*NET Task ID 20263
0.5
Order flowers for guests.Details
O*NET Task ID 21203
0.5
Receive, store, or deliver luggage or mail.Details
O*NET Task ID 4531
0.0
Pick up and deliver items or run errands for guests.Details
O*NET Task ID 4533
0.0
Clean and tidy hotel lounge.Details
O*NET Task ID 20264
0.0
Provide food and beverage services to guests.Details
O*NET Task ID 20265
0.0
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Eloundou et al. (2023): see full notices on the Credits page
Hotel receptionists welcome and register guests in hotels and other establishments that provide accommodation services. They assign rooms, issue keys, provide information concerning the services provided, make room reservations, keep a record of rooms available for occupancy and present statements of charges to departing guests and receive payment.
作業
(a) maintaining an inventory of rooms available for occupancy, reservations and room assignments;
Night auditors oversee night customer care in hospitality establishment and perform a wide variety of activities from front desk to bookkeeping.
hospitality establishment receptionistESCO 4224.1
Hospitality establishment receptionists provide first point of contact and assistance to the guests of a hospitality establishment. They are also responsible for taking bookings, processing payments and giving information.
camping ground operativeESCO 4224.1.1
Camping ground operatives perform customer care in a campsite facility and other operational work.
出典:European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
ESCO reuse terms and the modification notice are in Credits.
Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.
The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.
Projected change: +2.6%
Median wage: $39K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
Employment: 50K
Typical entry-level education: High school diploma or equivalent
