As of July 2026,
Curators has an AI-exposure score of 55/100
(Elevated exposure) on the AI-Safe Careers index. This is an estimate of task
exposure, not a prediction of job loss.
Score inputs for this role:
This role starts from O*NET 29.1 occupational descriptors and is empirically grounded by Penn/OpenAI GPTs are GPTs study, Anthropic Economic Index (June 26, 2026), Felten, Raj and Seamans AIOE index. BLS labor-market figures are separate context, not score inputs.
Curators
More exposed than 45% of the roles we track. Median pay ~US$63,420. About 1,800 projected openings a year (BLS 2024–34 - growth plus replacement).
Pay & demand figures are US medians (BLS, in USD) - your local figures will differ. Your exposure score applies broadly.
How this role compares to similar Education roles
What this role usually involves
Administer collections, such as artwork, collectibles, historic items, or scientific specimens of museums or other institutions. May conduct instructional, research, or public service activities of institution.
Broad guidance for this preparation level; exact requirements vary by role and employer.
Source: O*NET 29.1 exact occupation - Curators, SOC 25-4012.00. Context describes the role; the AI-exposure score remains a separate task-exposure estimate.
Curators tasks, by AI exposure
- Develop and maintain an institution's registration, cataloging, and basic record-keeping systems, using computer databases.
- Schedule events and organize details, including refreshment, entertainment, decorations, and the collection of any fees.
- Provide information from the institution's holdings to other curators and to the public.
- Confer with the board of directors to formulate and interpret policies, to determine budget requirements, and to plan overall operations.
- Study, examine, and test acquisitions to authenticate their origin, composition, history, and to assess their current value.
- Negotiate and authorize purchase, sale, exchange, or loan of collections.
- Inspect premises to assess the need for repairs and to ensure that climate and pest control issues are addressed.
We analyzed all 15 Curators tasks - 3 automatable, 6 augmentable and 6 durable. The full task map - every task with exactly what to do about each - is in your Career Report.
Your report unlocks three concrete artifacts
Every task scored with what to automate, augment, or protect.
Related roles with exposure deltas, salary, demand, and reachability. Lower-exposure options appear only when the data supports them.
A keepable roadmap plus resume and LinkedIn repositioning.
Grounded in O*NET-linked or curated role data, with Penn, Anthropic Economic Index, and AIOE signals where matched. BLS labor-market context is separate - not generic advice.
Adjacent career paths
Relatedness shows how reachable a move may be. A path is labeled lower exposure only when its score is at least 6 points lower; every row shows the measured difference.
Develop and maintain an institution's registration, cataloging, and basic record-keeping systems, using computer databases.
Your AI-Safe Career Report
Every task scored with what to do about it; adjacent paths with honest exposure deltas, salary, demand, and reachability; a skill-gap map; a 30/60/90-day roadmap; Agent Reality Check; plus a résumé and LinkedIn rewrite and professional PDF.
Grounded in O*NET-linked or curated role data, with Penn, Anthropic Economic Index, and AIOE signals where matched. BLS labor-market context is separate.
Workers with AI skills earn a roughly 62% wage premium - adapting pays. - PwC Global AI Jobs Barometer, 2026
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