Will AI replace Curators?

No exposure score can predict whether AI will replace this role. The 54/100 score means our current model estimates elevated task exposure from the sources listed on this page. It does not predict an employer decision, headcount, or an individual outcome. The task map below shows the work assessed and where human judgment remains important.

Early-career context (study ages 22-25)

This role is in the Elevated exposure band, but its assessed task mix is not automation-heavy. The study found the decline concentrated where AI was more likely to automate rather than augment work, so the headline figure should not be applied directly.

The November 2025 revision reports a 16% relative employment decline for workers ages 22-25 in the most AI-exposed U.S. occupations, after firm-level controls, relative to workers in less-exposed fields and more experienced workers in the same occupations.

Use the task map to identify durable work and the skills worth building early.

Stanford Digital Economy Lab, Canaries in the Coal Mine - November 2025 revision

This is group-level U.S. payroll evidence, not a personal forecast. The authors do not claim that AI alone caused the change, and this context does not alter the exposure score.

Include this sourced early-career context in my report

Role snapshot

What this role usually involves

O*NET 29.1 exact occupation

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.

Common titles

Collections CuratorCollections ManagerCuratorMuseum CuratorEducation CuratorExhibitions Curator

O*NET job-zone preparation

Job Zone 5 · Extensive Preparation Needed Most of these occupations require graduate school. For example, they may require a master's degree, and some require a Ph.D., M.D., or J.D. (law degree). Extensive skill, knowledge, and experience are needed for these occupations. Many require more than five years of experience.

Broad guidance for this preparation level; exact requirements vary by role and employer.

Skills and knowledge

Reading ComprehensionSpeakingWritingCritical ThinkingComplex Problem SolvingActive Learning

Work context

Decision latitudeIndoor controlled settingFrequent contact with others

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

We analyzed all 15 Curators tasks - 5 augmentable and 10 durable. The full task map - every task with exactly what to do about each - is in your Career Report.

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.

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