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BSc in Materials Science & Engineering

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 HUMAN12
with AI8
shifting4
tasks charted · feeds 3 jobs24
of 24 charted tasks: 12 stay human · 8 run with AI in the loop · 4 are shifting. counts only: we don't do scores.
Engineering Teachers, Postsecondary[feeds: source]
usually via further study
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 ↗
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 ↗
Evaluate and grade students' class work, laboratory work, assignments, and papers.with AI

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

open source ↗
Write grant proposals to procure external research funding.shifting

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

open source ↗
Supervise undergraduate or graduate teaching, internship, and research work.stays human

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 ↗
Prepare and deliver lectures to undergraduate or graduate students on topics such as mechanics, hydraulics, and robotics.stays human

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

open source ↗
Initiate, facilitate, and moderate class discussions.stays human

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

open source ↗
Materials Engineer[feeds: source]
Analyze product failure data and laboratory test results to determine causes of problems and develop solutions.with AI

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

open source ↗
Design and direct the testing or control of processing procedures.with AI

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

open source ↗
Monitor material performance, and evaluate its deterioration.stays human

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

open source ↗
Conduct or supervise tests on raw materials or finished products to ensure their quality.stays human

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

open source ↗
Evaluate technical specifications and economic factors relating to process or product design objectives.stays human

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

open source ↗
Modify properties of metal alloys, using thermal and mechanical treatments.stays human

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

open source ↗
Determine appropriate methods for fabricating and joining materials.shifting

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

open source ↗
Guide technical staff in developing materials for specific uses in projected products or devices.stays human

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

open source ↗
Architectural and Engineering Managers[feeds: source]
usually via further study
Manage the coordination and overall integration of technical activities in architecture or engineering projects.stays human

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

open source ↗
Direct, review, or approve project design changes.with AI

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

open source ↗
Consult or negotiate with clients to prepare project specifications.stays human

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

open source ↗
Prepare budgets, bids, or contracts.with AI

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

open source ↗
Present and explain proposals, reports, or findings to clients.with AI

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

open source ↗
Confer with management, production, or marketing staff to discuss project specifications or procedures.stays human

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

open source ↗
Assess project feasibility by analyzing technology, resource needs, or market demand.with AI

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

open source ↗
Review, recommend, or approve contracts or cost estimates.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 Reviewing an AI-drafted design change or client proposal against the real technical and budget impact before approving it
In BSc in Materials Science & Engineering's own task ledger, Architectural and Engineering Managers' "Direct, review, or approve project design changes" rates augmented; all 2 matched rows here rate augmented. Checking a proposed design change's technical and budget impact against the real project data is what keeps a sign-off meaningful. first step: Engineering ToolBox: free technical reference for design-change review · free · ~15 min
#2 Reviewing AI-drafted contracts and cost estimates against the real quotes and scope before approving them
Among BSc in Materials Science & Engineering's matched ledger rows, Architectural and Engineering Managers' "Prepare budgets, bids, or contracts" rates augmented; all 2 matched rows here rate augmented. Checking every line against the real vendor quotes and project scope is what keeps a cost estimate safe to approve. first step: SBA: Grow your business guide (free, official) · free · ~15 min
#3 Using AI to propose a material or component failure explanation, then checking it against real mechanical-test data
Looking at the roles BSc in Materials Science & Engineering feeds into, Materials Engineer's "Analyze product failure data and laboratory test results to determine causes…" rates augmented; the one matched row here rates augmented. Checking a proposed failure story against the real test data is what turns a plausible explanation into a finding worth standing behind. first step: MIT OpenCourseWare: 3.032 Mechanical Behavior of Materials · free · ~30 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 8 of your 24 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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