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BA in English

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 AI9
shifting6
no data yet (no source, no guess)3
tasks charted · feeds 4 jobs24
of 24 charted tasks: 9 stay human · 9 run with AI in the loop · 6 are shifting. 3 more are no data yet: no source, no guess. counts only: we don't do scores.

Technical Writers[feeds: source]
Organize material and complete writing assignment according to set standards regarding order, clarity, conciseness, style, and terminology.shifting

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

open source ↗
Edit, standardize, or make changes to material prepared by other writers or establishment personnel.shifting

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

open source ↗
Interview production and engineering personnel and read journals and other material to become familiar with product technologies and production methods.with AI

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

open source ↗
Observe production, developmental, and experimental activities to determine operating procedure and detail.stays human

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

open source ↗
Develop or maintain online help documentation.shifting

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

open source ↗
Study drawings, specifications, mockups, and product samples to integrate and delineate technology, operating procedure, and production sequence and detail.with AI

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

open source ↗
Copywriter / Content Writer[feeds: source]
Writing ad copy and promotional material for publication, broadcast, or internet mediawith AI

AEI — Insights from Claude 3.7 Sonnet (2025-03) · dated 2025-03.

open source ↗

sources disagree here: Sources disagree on this task's classification: AEI — Insights from Claude 3.7 Sonnet (2025-03) rates it "augmented"; Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) rates it "exposed". The more conservative classification is kept as primary.

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) ↗
Inventing product names and writing slogans for packaging, brochures, and promotional materialwith AI

AEI — Insights from Claude 3.7 Sonnet (2025-03) · dated 2025-03.

open source ↗
Editing or rewriting existing written material and submitting it for approvalwith AI

AEI — Insights from Claude 3.7 Sonnet (2025-03) · dated 2025-03.

open source ↗
Varying the language and tone of messages based on product and mediumshifting

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

open source ↗
Discussing the product, advertising themes, and requested changes directly with the clientstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-05.

open source ↗
Presenting drafts and ideas to clientsstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-05.

open source ↗
Collaborating with other writers on specific projectsstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-05.

open source ↗
Conducting research and interviews to determine which product features to promoteno data yet

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-05.

open source ↗
Reading copy or proof to detect and correct errors in spelling, punctuation, and syntaxshifting

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

open source ↗
Verifying facts, dates, and statistics using standard reference sourceswith AI

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

open source ↗
Reading, evaluating, and editing manuscripts submitted for publication; conferring with authors about changeswith AI

AEI — Insights from Claude 3.7 Sonnet (2025-03) · dated 2025-03.

open source ↗
Developing story or content ideas, considering reader or audience appealno data yet

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗
Conferring with management and editorial staff on story placement and emphasis; meeting with artists, layout staff, marketing directors, and production managersstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗
Supervising and coordinating the work of reporters and other editors; interviewing and hiring writers or negotiating contractsno data yet

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗
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 ↗

the delta: what moves your picture
#1 Directing AI drafting/editing tools with structured prompts
Every augmented task on this major's ledger, ad copy, slogans, editing, documentation, help content, is augmented specifically because it rewards a skilled human directing and revising AI output; the prompting skill is what converts 'AI could theoretically do this' into a real time-saving workflow. first step: Anthropic · Prompt Engineering Interactive Tutorial (free, GitHub) · free · ~20 min
#2 Editing AI drafts while preserving voice and critical judgment
Both the copywriter and editor rows above stay 'augmented' rather than 'exposed' precisely because final editorial judgment and voice-preservation remain a human task: this is the specific skill that keeps that judgment sharp when AI is doing more of the first-pass work. first step: UNC Writing Center · "Generative AI in Academic Writing" (free guide) · free · ~10 min
#3 Writing content built to be found and cited in an AI-mediated search landscape
As more discovery moves through AI-generated search summaries, English-major skills, original reporting, sourcing, structuring for readers, are the differentiator Google explicitly says it still rewards; understanding the rules changes how a writer builds a portfolio or freelance practice. first step: Google Search Central Blog · "Google Search's guidance about AI-generated content" (free, official) · free · ~8 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 9 of your 24 charted tasks already run with AI in the loop, and 3 tasks have no source at all: marked unlisted, not estimated. 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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