Thin file*
chartmypath.io/AICookedMyDegree
Master of Education
verdict slip · printed 1 Aug 2026 · sources on every line
HONEST VERDICT: the evidence file on this one is thinner than we'd like. 8 rows held up to sourcing: we print those and nothing else.
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 HUMAN3
with AI3
shifting2
tasks charted · feeds 1 jobs8
of 8 charted tasks: 3 stay human · 3 run with AI in the loop · 2 are shifting. counts only: we don't do scores.
Education Teachers, Postsecondary[feeds: 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 ↗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 an AI tool to draft first-pass grades or feedback on student work, then checking every grade against the actual rubric before it's recorded
In Master of Education's own task ledger, Education Teachers, Postsecondary's "Compile, administer, and grade examinations, or assign this work to others" rates augmented; all 2 matched rows here rate augmented. Checking every AI-suggested grade against the actual rubric before it's recorded is what keeps grading fair to the student who wrote the work. first step: Yale Poorvu Center for Teaching and Learning: Yale Grading · free · ~15 min
#2 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
Among Master of Education's matched ledger rows, 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
#3 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
Looking at the roles Master of Education feeds into, Education Teachers, Postsecondary's "Compile, administer, and grade examinations, or assign this work to others" rates augmented; the one matched row here rates 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
* THE HONESTY BOX
thin file means exactly that: task-level research on this field is patchier than for others we cover. we could have padded this slip to look complete. we didn't. every printed line is sourced; 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.
thin file means exactly that: task-level research on this field is patchier than for others we cover. we could have padded this slip to look complete. we didn't. every printed line is sourced; 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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