Amusement and Recreation Attendants
Food Preparation & ServiceAI exposure
- Data source: BLSPublished: 2026-08
High· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.062
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.29
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 69% score at or above this value.
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Record details of attendance, sales, receipts, reservations, or repair activities.39-3091 | 0.00000.0 | 0.00000.0 |
Provide information about facilities, entertainment options, and rules and regulations.39-3091 | 0.00000.0 | —0 |
| Not observed on any surface — 15 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Monitor activities to ensure adherence to rules and safety procedures, or arrange for the removal of unruly patrons. | —0 | —0 |
Sell tickets and collect fees from customers. | —0 | —0 |
Keep informed of shut-down and emergency evacuation procedures. | —0 | —0 |
Direct patrons to rides, seats, or attractions. | —0 | —0 |
Maintain inventories of equipment, storing and retrieving items and assembling and disassembling equipment as necessary. | —0 | —0 |
Clean sporting equipment, vehicles, rides, booths, facilities, or grounds. | —0 | —0 |
Announce or describe amusement park attractions to patrons to entice customers to games and other entertainment. | —0 | —0 |
Fasten safety devices for patrons, or provide them with directions for fastening devices. | —0 | —0 |
Inspect equipment to detect wear and damage and perform minor repairs, adjustments, or maintenance tasks, such as oiling parts. | —0 | —0 |
Operate, drive, or explain the use of mechanical riding devices or other automatic equipment in amusement parks, carnivals, or recreation areas. | —0 | —0 |
Rent, sell, or issue sporting equipment and supplies, such as bowling shoes, golf balls, swimming suits, or beach chairs. | —0 | —0 |
Verify, collect, or punch tickets before admitting patrons to venues, such as amusement parks and rides. | —0 | —0 |
Provide assistance to patrons entering or exiting amusement rides, boats, or ski lifts, or mounting or dismounting animals. | —0 | —0 |
Sell and serve refreshments to customers. | —0 | —0 |
Schedule the use of recreation facilities, such as golf courses, tennis courts, bowling alleys, or softball diamonds. | —0 | —0 |
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 |
|---|---|
Provide information about facilities, entertainment options, and rules and regulations.O*NET Task ID 5116 | 1.0 |
Record details of attendance, sales, receipts, reservations, or repair activities.O*NET Task ID 5117 | 1.0 |
Announce or describe amusement park attractions to patrons to entice customers to games and other entertainment.O*NET Task ID 5123 | 1.0 |
Schedule the use of recreation facilities, such as golf courses, tennis courts, bowling alleys, or softball diamonds.O*NET Task ID 5133 | 0.5 |
Monitor activities to ensure adherence to rules and safety procedures, or arrange for the removal of unruly patrons.O*NET Task ID 5118 | 0.0 |
Sell tickets and collect fees from customers.O*NET Task ID 5119 | 0.0 |
Keep informed of shut-down and emergency evacuation procedures.O*NET Task ID 5120 | 0.0 |
Clean sporting equipment, vehicles, rides, booths, facilities, or grounds.O*NET Task ID 5121 | 0.0 |
Operate machines to clean, smooth, and prepare the ice surfaces of rinks for activities, such as skating, hockey, or curling.O*NET Task ID 5122 | 0.0 |
Fasten safety devices for patrons, or provide them with directions for fastening devices.O*NET Task ID 5124 | 0.0 |
Inspect equipment to detect wear and damage and perform minor repairs, adjustments, or maintenance tasks, such as oiling parts.O*NET Task ID 5125 | 0.0 |
Operate, drive, or explain the use of mechanical riding devices or other automatic equipment in amusement parks, carnivals, or recreation areas.O*NET Task ID 5126 | 0.0 |
Rent, sell, or issue sporting equipment and supplies, such as bowling shoes, golf balls, swimming suits, or beach chairs.O*NET Task ID 5127 | 0.0 |
Verify, collect, or punch tickets before admitting patrons to venues, such as amusement parks and rides.O*NET Task ID 5128 | 0.0 |
Tend amusement booths in parks, carnivals, or stadiums, performing duties, such as conducting games, photographing patrons, or awarding prizes.O*NET Task ID 5129 | 0.0 |
Direct patrons to rides, seats, or attractions.O*NET Task ID 5130 | 0.0 |
Provide assistance to patrons entering or exiting amusement rides, boats, or ski lifts, or mounting or dismounting animals.O*NET Task ID 5131 | 0.0 |
Sell and serve refreshments to customers.O*NET Task ID 5132 | 0.0 |
Maintain inventories of equipment, storing and retrieving items and assembling and disassembling equipment as necessary.O*NET Task ID 5134 | 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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page