The bottom line
About 40% of the work in Museums is information-shaped and increasingly AI-deliverable, with the rest a hybrid of judgment and hands-on work. The automation frontier runs straight through the middle of this role.
Why: Because no child occupations or products were seeded, this score is based on the NAICS industry lens and description. The core value—the 'preservation and exhibition of objects' in physical spaces like galleries and planetariums—requires extensive physical work (facility operations, artifact handling, security, and in-person guidance) paired with knowledge work (curation, historical research, and administration). This places the industry in the physical-leaning hybrid band.
grounded in the economy graph · digital scalar 0.40 · hybrid
Business-as-Code
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Museums sits inside a larger value-flow — 1 parent structure it composes into. The hierarchy is grounding, not the story: it tells you which aggregate exposure Museums inherits.
Museums is itself composed of 9 parts that flow up into it — the sub-units whose work, summed, is what AGI capability re-prices here first.
The problems this exposes
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
Where Museums sits
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Problems
- Collection Digitization Backlogops
- Artifact Provenance Trackingcompliance
- Grant Pipeline Managementcapital
- Special Exhibition Ticketingdemand-gen
- Annual Membership Churnretention
- Traveling Exhibition Logisticssupply-chain
- Docent Volunteer Coordinationtalent
- Artifact Climate Controlops
Opportunities
- Digitization as a ServiceService-as-Software
- AI Grant WriterAgent
- Renewal AutomationHeadless SaaS
- Provenance Research AgentAgent
- Exhibition Logistics ServiceService-as-Software