← /AICookedMyDegree chart my path
chartmypath.io/AICookedMyDegree

MSc in Artificial Intelligence & Machine Learning

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 HUMAN8
with AI13
shifting7
tasks charted · feeds 4 jobs28
of 28 charted tasks: 8 stay human · 13 run with AI in the loop · 7 are shifting. counts only: we don't do scores.
Data Scientist (US)[feeds: source]
Analyze, manipulate, or process large sets of data using statistical software.with AI

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

open source ↗
Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.shifting

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

open source ↗
Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.stays human

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

open source ↗
Identify business problems or management objectives that can be addressed through data analysis.with AI

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

open source ↗
Recommend data-driven solutions to key stakeholders.shifting

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

open source ↗
Write new functions or applications in programming languages to conduct analyses.shifting

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

open source ↗
Software Developer (US)[feeds: source]
Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.with AI

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

open source ↗

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

AEI — Insights from Claude 3.7 Sonnet (2025-03) ↗
Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.with AI

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

open source ↗
Consult with customers or other departments on project status, proposals, or technical issues, such as software system design or maintenance.shifting

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

open source ↗
Confer with data processing or project managers to obtain information on limitations or capabilities for data processing projects.stays human

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

open source ↗
Develop or direct software system testing or validation procedures, programming, or documentation.with AI

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

open source ↗
Supervise and assign work to programmers, designers, technologists, technicians, or other engineering or scientific personnel.stays human

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

open source ↗
Computer and Information Research Scientist[feeds: source]
Analyze problems to develop solutions involving computer hardware and software.shifting

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

open source ↗
Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.with AI

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

open source ↗
Assign or schedule tasks to meet work priorities and goals.with AI

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

open source ↗
Meet with managers, vendors, and others to solicit cooperation and resolve problems.stays human

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

open source ↗
Design computers and the software that runs them.with AI

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

open source ↗
Conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers.stays human

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

open source ↗
Evaluate project plans and proposals to assess feasibility issues.shifting

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

open source ↗
Participate in multidisciplinary projects in areas such as virtual reality, human-computer interaction, or robotics.stays human

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

open source ↗
Computer Science 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 ↗
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 ↗
Prepare and deliver lectures to undergraduate or graduate students on topics such as programming, data structures, and software design.stays human

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

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

open source ↗
Maintain regularly scheduled office hours to advise and assist students.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 Using AI to draft first-pass feedback on student work, then re-grading against the actual rubric before a grade is final
In MSc in Artificial Intelligence & Machine Learning's own task ledger, Computer Science Teachers, Postsecondary's "Compile, administer, and grade examinations or assign this work to others" rates augmented; all 2 matched rows here rate augmented. Re-checking a suggested grade against the rubric and the actual work is what keeps a grade defensible. first step: CMU Eberly Center: Creating and Using Rubrics · free · ~15 min
#2 Directing AI to draft a system or software architecture, then checking it against real stability, security, and scalability requirements
Among MSc in Artificial Intelligence & Machine Learning's matched ledger rows, Computer and Information Research Scientist's "Analyze problems to develop solutions involving computer hardware and software" rates exposed; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Tracing a proposed architecture against the project's real requirements is what keeps a design worth signing off on. first step: NIST: Cybersecurity Framework · free · ~20 min
#3 Using AI to shortlist design components or evaluate a project proposal, then checking the shortlist against real cost, compatibility, and feasibility constraints
Looking at the roles MSc in Artificial Intelligence & Machine Learning feeds into, Computer and Information Research Scientist's "Design computers and the software that runs them" rates augmented; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Checking each AI-shortlisted choice against real cost and delivery constraints is what keeps a proposal feasible, not just plausible. first step: Google Engineering Practices: How to Do a Code Review · free · ~20 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 13 of your 28 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.
chartmypath.io/AICookedMyDegree · no account · results private by default
check your own major → /AICookedMyDegree