Will AI replace curators?

AI already handles some of this work on its own in real use, for tasks like “Plan and organize the acquisition, storage”. That's 3h 25m of a typical shift; 3h 31m still has no AI or robot evidence. BLS expects about 4.9% more of these jobs by 2035.

Time card for curators showing a typical 8-hour shift: 3h 31m done by people, 47m done by people with AI, 3h 25m by AI, 17m by robots.
Each mark is 5 minutes of a typical shift for curators, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

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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.

Time card

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MineTask, by time spentHumanWith AIAIRobot
Plan and organize the acquisition, storage, and exhibition of collections and related materials, including the selection of exhibition themes and designs, and develop or install exhibit materials.1h 28m a shift · Observed in AI use
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Develop and maintain an institution's registration, cataloging, and basic record-keeping systems, using computer databases.53m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Plan and conduct special research projects in area of interest or expertise.47m a shift · Observed in AI useTypical AI request: about 4h 13m alone, 24m with AI
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Provide information from the institution's holdings to other curators and to the public.47m a shift · Observed in AI use
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Write and review grant proposals, journal articles, institutional reports, and publicity materials.47m a shift · Observed in AI useTypical AI request: about 8h 50m alone, 1h 4m with AI
Why this label?Marked With AI because people regularly use AI to help with this task in real conversations (Anthropic Economic Index, 2025 usage), but AI doesn't usually finish it alone. How labels work
Design, organize, or conduct tours, workshops, and instructional or educational sessions to acquaint individuals with an institution's facilities and materials.35m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Train and supervise curatorial, fiscal, technical, research, and clerical staff, as well as volunteers or interns.35m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Negotiate and authorize purchase, sale, exchange, or loan of collections.23m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Study, examine, and test acquisitions to authenticate their origin, composition, history, and to assess their current value.23m a shift · Observed in AI use
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Attend meetings, conventions, and civic events to promote use of institution's services, to seek financing, and to maintain community alliances.23m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Inspect premises to assess the need for repairs and to ensure that climate and pest control issues are addressed.18m a shift · Robots deployed · e.g. Spot (with sensor payloads, Orbit fleet software)
Why this label?Marked Robot because Spot (with sensor payloads, Orbit fleet software) (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most curators work alongside one. How labels work
Confer with the board of directors to formulate and interpret policies, to determine budget requirements, and to plan overall operations.18m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Schedule events and organize details, including refreshment, entertainment, decorations, and the collection of any fees.12m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Arrange insurance coverage for objects on loan or for special exhibits and recommend changes in coverage for the entire collection.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Establish specifications for reproductions and oversee their manufacture or select items from commercially available replica sources.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work

Clock history

  1. 4h 29m touchedFirst published: O*NET 30.1, Anthropic Economic Index (2025 usage and September 2026 robot study), BLS May 2025

When new data changes this clock, the date, the new numbers and the reason are logged here. Company news alone never moves the clock.

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Ask the clock

Will AI replace curators?

Some tasks are already being done by AI or machines; the rest still needs a person. About 3h 42m of a typical shift is made up of tasks that AI or robots have done on their own in real use somewhere. That doesn't mean those hours are automated in a typical workplace. The breakdown: 47m done by people with AI help, 3h 25m that AI mostly does alone, 17m that robots have done in real workplaces. The other 3h 31m (44%) stays with people. Separately, BLS expects about 4.9% more of these jobs by 2035 (all jobs: +3.5%).

What can AI already do for curators?

AI shows up regularly in 5 of 15 tasks, about 4h 12m of a typical shift. The biggest ones:

  • Plan and organize the acquisition, storage, and exhibition of collections and related materials, including the selection of exhibition themes and designs, and develop or install exhibit materials. (1h 28m a shift, AI mostly does it alone)
  • Plan and conduct special research projects in area of interest or expertise. (47m a shift, AI mostly does it alone)
  • Provide information from the institution's holdings to other curators and to the public. (47m a shift, AI mostly does it alone)
  • Study, examine, and test acquisitions to authenticate their origin, composition, history, and to assess their current value. (23m a shift, AI mostly does it alone)
  • Write and review grant proposals, journal articles, institutional reports, and publicity materials. (47m a shift, people use AI to help)
Where do robots fit in?

For some tasks, yes. Robots have done 1 of this job's tasks in workplaces like this one, about 17m of a typical shift. For 1 physical task, no robot has shown it can do the work yet.

  • Inspect premises to assess the need for repairs and to ensure that climate and pest control issues are addressed. (18m a shift; e.g. Spot (with sensor payloads, Orbit fleet software), in use)
What still needs a person?

3h 31m of a typical shift, or 44%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

  • Develop and maintain an institution's registration, cataloging, and basic record-keeping systems, using computer databases. (53m a shift)
  • Design, organize, or conduct tours, workshops, and instructional or educational sessions to acquaint individuals with an institution's facilities and materials. (35m a shift)
  • Train and supervise curatorial, fiscal, technical, research, and clerical staff, as well as volunteers or interns. (35m a shift)
  • Negotiate and authorize purchase, sale, exchange, or loan of collections. (23m a shift)
  • Attend meetings, conventions, and civic events to promote use of institution's services, to seek financing, and to maintain community alliances. (23m a shift)
Why is that work hard to automate?

Much of it comes down to where and how the work happens. In-person, hands-on and high-stakes work is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

  • 81% talk face to face with others every day
  • 74% say dealing with the public is very or extremely important
  • 50% are in constant contact with other people
How much time does AI save on these tasks?

For the 2 tasks in this job where AI shows up and timing data exists, a typical request takes about 6h 32m for a person alone and about 44m with AI. These are Claude's own estimates from real conversations in April and May 2026 (Anthropic Economic Index). They describe single requests, not whole workdays, and time saved on a task doesn't mean jobs are cut. The biggest gaps:

  • Write and review grant proposals, journal articles, institutional reports, and publicity materials (about 8h 50m alone, 1h 4m with AI)
  • Plan and conduct special research projects in area of interest or expertise (about 4h 13m alone, 24m with AI)
Are employers still hiring curators?

On Indeed, job postings in the Education & Instruction sector are at 107% of their February 2020 level (all U.S. postings: 104%), down 9.5% from a year earlier, as of Oct 9, 2026. BLS separately expects about 1,600 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

How much do curators make?

The median pay is about $63,420 a year ($30.49 an hour), 24% above the median for all U.S. jobs ($50,980). Most people in this job earn between $40,470 and $107,140 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

Is this job growing or shrinking?

BLS projects growth of 4.9% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 15,000 jobs in 2035. It expects about 1,600 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many curators are there in the U.S.?

About 12,000 people in the U.S., roughly 0.01% of all workers (BLS, May 2025). That makes it the 640th largest of the 796 jobs on this site. BLS expects about 15,000 in 2035.

What training do curators need?

The most common requirement is a master's degree: about 44% of people in the job said so in the official O*NET survey. O*NET rates the job at level 5 of 5 for preparation, which usually means: graduate degree. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead of AI?

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

  • Skills that matter more here than in most jobs: Management of Material Resources, Systems Analysis, Writing, Systems Evaluation
  • Get strong at the parts of the job that stay with people (listed above), which take 3h 31m of a typical shift
  • Tools employers list: Microsoft Word, Microsoft PowerPoint, Microsoft Outlook, Microsoft Office software, Microsoft Excel
  • Learn to use AI well on the tasks where it already shows up in this job (listed above)
What other jobs could curators move into?

These use similar skills, with less of a typical shift touched by AI or robots. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

  • Archivists (1h 2m touched, $65k median pay)
  • Historians (12m touched, $77k median pay)
  • Set and Exhibit Designers (0m touched, $75k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 5 observed in real AI use, 1 with robots in real deployments, 9 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.

Tools in demand

  • Adobe Acrobat
  • Adobe Creative Cloud software
  • Adobe Illustrator

Plus everyday office tools: Microsoft Word, Microsoft PowerPoint, Microsoft Outlook, Microsoft Office software, Microsoft Excel.

Also called

Art Curator, Art Handler, Coin Collector, Collections Curator, Collections Manager, Content Curator, Curator, Data Curator, Digital Curator, Education Curator, Educational Institution Curator, Educational Resource Coordinator, Exhibitions Curator, Exhibits Curator