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Not cooked*

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BFA in Art History

verdict slip · printed 1 Aug 2026 · sources on every line

how to read this slip

stays humanthe evidence says this stays human led

with AIdone faster with AI in the loop: still needs you

shiftingthe evidence says AI already reaches this one

no data yetno source covers it yet, so we don't guess

STAYS HUMAN9

with AI14

shifting9

tasks charted · feeds 4 jobs32

of 32 charted tasks: 9 stay human · 14 run with AI in the loop · 9 are shifting. counts only: we don't do scores.

Art, Drama, and Music Teachers, Postsecondary[feeds: source]

usually via further study

Explain and demonstrate artistic techniques.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Evaluate and grade students' class work, performances, projects, assignments, and papers.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Prepare students for performances, exams, or assessments.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Initiate, facilitate, and moderate classroom discussions.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Prepare and deliver lectures to undergraduate or graduate students on topics such as acting techniques, fundamentals of music, and art history.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Prepare course materials, such as syllabi, homework assignments, and handouts.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Maintain student attendance records, grades, and other required records.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Archivists[feeds: source]

usually via further study

Organize archival records and develop classification systems to facilitate access to archival materials.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Provide reference services and assistance for users needing archival materials.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Prepare archival records, such as document descriptions, to allow easy access to information.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Establish and administer policy guidelines concerning public access and use of materials.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Research and record the origins and historical significance of archival materials.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Create and maintain accessible, retrievable computer archives and databases, incorporating current advances in electronic information storage technology.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Preserve records, documents, and objects, copying records to film, videotape, audiotape, disk, or computer formats as necessary.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Direct activities of workers who assist in arranging, cataloguing, exhibiting, and maintaining collections of valuable materials.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Curators[feeds: source]

usually via further study

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.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Develop and maintain an institution's registration, cataloging, and basic record-keeping systems, using computer databases.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Plan and conduct special research projects in area of interest or expertise.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Provide information from the institution's holdings to other curators and to the public.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Negotiate and authorize purchase, sale, exchange, or loan of collections.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Study, examine, and test acquisitions to authenticate their origin, composition, history, and to assess their current value.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Inspect premises to assess the need for repairs and to ensure that climate and pest control issues are addressed.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Write and review grant proposals, journal articles, institutional reports, and publicity materials.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Museum Technicians and Conservators[feeds: source]

Install, arrange, assemble, and prepare artifacts for exhibition, ensuring the artifacts' safety, reporting their status and condition, and identifying and correcting any problems with the set up.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Repair, restore, and reassemble artifacts, designing and fabricating missing or broken parts, to restore them to their original appearance and prevent deterioration.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Clean objects, such as paper, textiles, wood, metal, glass, rock, pottery, and furniture, using cleansers, solvents, soap solutions, and polishes.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Photograph objects for documentation.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Determine whether objects need repair and choose the safest and most effective method of repair.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Prepare artifacts for storage and shipping.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Enter information about museum collections into computer databases.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Recommend preservation procedures, such as control of temperature and humidity, to curatorial and building staff.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

the delta: what moves your picture

#1 Directing AI to draft catalog descriptions or classification metadata for a collection item, then checking every attribution and date against the primary object or record before it's published

In BFA in Art History's own task ledger, Archivists' "Organize archival records and develop classification systems to facilitate…" rates augmented and Curators' "Develop and maintain an institution's registration, cataloging, and basic…" rates augmented; all 3 matched rows here rate augmented. Checking every attribution and date against the primary object is what keeps a catalog record something a researcher can cite. first step: Society of American Archivists: Describing Archives: A Content Standard (DACS) · free · ~25 min

#2 Using AI to research the likely origin or authenticity of an object or archival item, then verifying every claim against the primary documentation or a physical examination before it enters the record

Among BFA in Art History's matched ledger rows, Archivists' "Research and record the origins and historical significance of archival…" rates augmented and Curators' "Study, examine, and test acquisitions to authenticate their origin,…" rates augmented; all 2 matched rows here rate augmented. Verifying an object's origin against the primary documentation or a physical examination is what keeps a provenance claim something the record can stand behind. first step: ICOM: Code of Ethics for Museums · free · ~20 min

#3 Using AI to draft a first-pass answer to a public reference or research request, then verifying every fact against the actual holding before sending it

Looking at the roles BFA in Art History feeds into, Archivists' "Provide reference services and assistance for users needing archival materials" rates exposed and Curators' "Provide information from the institution's holdings to other curators and to…" rates augmented; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Verifying every fact against the actual holding before a reference answer goes out is what keeps an archive's word good. first step: National Archives: Research Our Records · free · ~15 min

* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 14 of your 32 charted tasks already run with AI in the loop. this slip shows only what we could source: where studies disagree, we print both. nobody can promise outcomes; anyone who does is selling something.

Task-level AI evidence on this page is largely US-scoped research; local pay and market context differ.

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