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BA in 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 HUMAN6
with AI10
shifting7
tasks charted · feeds 3 jobs23
of 23 charted tasks: 6 stay human · 10 run with AI in the loop · 7 are shifting. counts only: we don't do scores.
Secondary School Teachers, Except Special and Career/Technical Education[feeds: source]
Instruct through lectures, discussions, and demonstrations in one or more subjects, such as English, mathematics, or social studies.shifting

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

open source ↗
Establish and enforce rules for behavior and procedures for maintaining order among students.stays human

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

open source ↗
Assign and grade class work and homework.with AI

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

open source ↗
Prepare, administer, and grade tests and assignments to evaluate students' progress.with AI

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

open source ↗
Confer with parents or guardians, other teachers, counselors, and administrators to resolve students' behavioral and academic problems.stays human

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

open source ↗
Guide and counsel students with adjustments, academic problems, or special academic interests.stays human

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

open source ↗
Sponsor extracurricular activities, such as clubs, student organizations, and academic contests.stays human

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

open source ↗
Historians[feeds: source]
usually via further study
Conserve and preserve manuscripts, records, and other artifacts.stays human

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

open source ↗
Gather historical data from sources such as archives, court records, diaries, news files, and photographs, as well as from books, pamphlets, and periodicals.stays human

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

open source ↗
Conduct historical research as a basis for the identification, conservation, and reconstruction of historic places and materials.with AI

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

open source ↗
Research and prepare manuscripts in support of public programming and the development of exhibits at historic sites, museums, libraries, and archives.with AI

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

open source ↗
Present historical accounts in terms of individuals or social, ethnic, political, economic, or geographic groupings.shifting

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

open source ↗
Organize data, and analyze and interpret its authenticity and relative significance.with AI

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

open source ↗
Research the history of a particular country or region, or of a specific time period.with AI

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

open source ↗
Conduct historical research, and publish or present findings and theories.with AI

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

open source ↗
History Teachers, Postsecondary[feeds: source]
usually via further study
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 ↗
Prepare and deliver lectures to undergraduate or graduate students on topics such as ancient history, postwar civilizations, and the history of third-world countries.shifting

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

open source ↗
Initiate, facilitate, and moderate classroom discussions.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 ↗
Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.shifting

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

open source ↗
Compile, administer, and grade examinations, or assign this work to others.with AI

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

open source ↗
Evaluate and grade students' class work, assignments, and papers.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 ↗
the delta: what moves your picture
#1 Using AI to summarize historical documents fast, then verifying authenticity and provenance against the actual archive record
In BA in History's own task ledger, Historians' "Conduct historical research as a basis for the identification, conservation,…" rates augmented; all 2 matched rows here rate augmented. Checking a document's provenance against the real archive record is what keeps historical evidence sound. first step: National Archives: Research · free · ~15 min
#2 Using AI to draft a historical narrative fast, then checking it for flattened or anachronistic framing against real scholarship
Among BA in History's matched ledger rows, Historians' "Present historical accounts in terms of individuals or social, ethnic,…" rates exposed; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Checking a narrative against real scholarship is what keeps a historical account fair. first step: National Archives: Research · free · ~15 min
#3 Using AI to draft two or three ways of teaching the same lesson for different learners, then checking each version against the real comprehension gaps in your classroom before teaching it
Looking at the roles BA in History feeds into, Secondary School Teachers, Except Special and Career/Technical Education's "Instruct through lectures, discussions, and demonstrations in one or more…" rates exposed; the one matched row here rates exposed. Checking each lesson variant against the real comprehension gaps in your classroom is what keeps differentiation aimed at your actual students. first step: CAST: UDL Guidelines · free · ~25 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 10 of your 23 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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