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BSS in Speech & Language Pathology

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 AI7
shifting3
tasks charted · feeds 2 jobs16
of 16 charted tasks: 6 stay human · 7 run with AI in the loop · 3 are shifting. counts only: we don't do scores.
Health Specialties Teacher, 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 ↗
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.stays human

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.with AI

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

open source ↗
Supervise laboratory sessions.stays human

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 ↗
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 ↗
Initiate, facilitate, and moderate classroom discussions.stays human

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

open source ↗
Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.with AI

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

open source ↗
Education 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 ↗
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 ↗
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.stays human

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

open source ↗
Supervise students' fieldwork, internship, and research work.stays human

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.with AI

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 children's literature, learning and development, and reading instruction.with AI

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 ↗
the delta: what moves your picture
#1 Directing AI to draft exam or quiz questions from the course material, then checking every question and answer key against the actual content and difficulty level before it's administered
In BSS in Speech & Language Pathology's own task ledger, Health Specialties Teacher, Postsecondary's "Compile, administer, and grade examinations, or assign this work to others" rates augmented; all 2 matched rows here rate augmented. Checking every question and answer key against the actual course content is what keeps an exam a fair measure of what was taught. first step: Yale Poorvu Center for Teaching and Learning: Designing Assessment Questions · free · ~20 min
#2 Using AI to draft a curriculum or course-sequence revision, then checking every proposed change against the actual accreditation or department requirement before it goes to a curriculum committee
Among BSS in Speech & Language Pathology's matched ledger rows, Health Specialties Teacher, Postsecondary's "Plan, evaluate, and revise curricula, course content, course materials, and…" rates augmented; the one matched row here rates augmented. Checking a proposed curriculum change against the actual accreditation and department requirement is what keeps a revision ready for the committee. first step: Carnegie Mellon Eberly Center: Design Your Course · free · ~20 min
#3 Using AI to draft alternate explanations or examples for a hard concept, then testing them against real student questions before using them in a lecture
Looking at the roles BSS in Speech & Language Pathology feeds into, Education Teachers, Postsecondary's "Prepare and deliver lectures to undergraduate or graduate students on topics…" rates augmented; the one matched row here rates augmented. Testing a drafted explanation against real student questions is what keeps it something that actually lands in the room. first step: Yale Poorvu Center for Teaching and Learning: Effective Lecturing · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 7 of your 16 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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