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BSc in Physics

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 HUMAN7
with AI7
shifting8
tasks charted · feeds 3 jobs22
of 22 charted tasks: 7 stay human · 7 run with AI in the loop · 8 are shifting. counts only: we don't do scores.
Natural Sciences Managers[feeds: source]
usually via further study
Hire, supervise, or evaluate engineers, technicians, researchers, or other staff.stays human

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

open source ↗
Design or coordinate successive phases of problem analysis, solution proposals, or testing.shifting

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

open source ↗
Plan or direct research, development, or production activities.with AI

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

open source ↗
Review project activities and prepare and review research, testing, or operational reports.with AI

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

open source ↗
Confer with scientists, engineers, regulators, or others to plan or review projects or to provide technical assistance.with AI

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

open source ↗
Develop client relationships and communicate with clients to explain proposals, present research findings, establish specifications, or discuss project status.with AI

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

open source ↗
Determine scientific or technical goals within broad outlines provided by top management and make detailed plans to accomplish these goals.shifting

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

open source ↗
Prepare project proposals.shifting

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

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 ↗
Physicist[feeds: source]
usually via further study
Perform complex calculations as part of the analysis and evaluation of data, using computers.shifting

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

open source ↗
Analyze data from research conducted to detect and measure physical phenomena.stays human

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

open source ↗
Describe and express observations and conclusions in mathematical terms.shifting

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

open source ↗
Design computer simulations to model physical data so that it can be better understood.with AI

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

open source ↗
Write research proposals to receive funding.shifting

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

open source ↗
Teach physics to students.stays human

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

open source ↗
Report experimental results by writing papers for scientific journals or by presenting information at scientific conferences.shifting

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

open source ↗
the delta: what moves your picture
#1 AI-assisted drafting of grant, donor, or funding-agency proposals, checked against the actual eligibility rules and budget
In BSc in Physics' own task ledger, Natural Sciences Managers' "Design or coordinate successive phases of problem analysis, solution…" rates exposed; 1 of the 3 matched rows here rates augmented and 2 rate exposed. Checking every eligibility claim and budget line against the funder's actual guidelines is what keeps a drafted proposal fundable. first step: UW-Madison Writing Center: "Planning and Writing a Grant Proposal: The Basics" (free) · free · ~15 min
#2 Using AI to draft a physics simulation or results write-up, then checking the math and the reported result against a known solvable case
Among BSc in Physics' matched ledger rows, Physicist's "Describe and express observations and conclusions in mathematical terms" rates exposed; 1 of the 3 matched rows here rates augmented and 2 rate exposed. Checking a simulation against a known solvable case first is what keeps a reported result trustworthy. first step: MIT OpenCourseWare: 8.01SC Classical Mechanics · free · ~25 min
#3 Directing AI to draft numerical simulation code, then verifying it against a case with a known analytical answer
Looking at the roles BSc in Physics feeds into, Physicist's "Perform complex calculations as part of the analysis and evaluation of data,…" rates exposed; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Running a known, solvable case first is the habit that keeps a simulation trustworthy on the problem you can't already check by hand. first step: MIT OpenCourseWare: 22.15 Essential Numerical Methods · free · ~30 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 7 of your 22 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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