Not cooked*

chartmypath.io/AICookedMyDegree

BSc in Applied Statistics & Data Science

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 HUMAN10

with AI24

shifting15

no data yet (no source, no guess)2

tasks charted · feeds 7 jobs49

of 49 charted tasks: 10 stay human · 24 run with AI in the loop · 15 are shifting. 2 more are no data yet: no source, no guess. 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 ↗

Management Analyst[feeds: source]

Gathering and organizing information on problems or procedureswith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗

Documenting study findings and preparing recommendations for new systems, procedures, or organizational changeswith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗

Conferring with personnel to ensure successful functioning of newly implemented systems or proceduresstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗

Interviewing personnel and conducting on-site observation to understand unit functions and methodsstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗

Planning studies of work problems and procedures (organizational change, information flow, cost analysis)stays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗

Designing, evaluating, and approving changes to organizational forms and reportsno data yet

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗

Actuary[feeds: source]

Analyzing statistical information to estimate mortality, accident, sickness, disability, and retirement rateswith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗

Constructing probability tables for events such as fires, natural disasters, and unemploymentwith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗

Designing, reviewing, and administering insurance, annuity, and pension plans, determining financial soundness and premiumsno data yet

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗

Testifying in court as an expert witness on matters such as the value of potential lifetime earningsstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗

Testifying before public agencies on proposed legislation affecting businessesstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗

Determining company policy and explaining complex technical matters to executives, officials, shareholders, or the publicstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗

Negotiating terms and conditions of reinsurance with other companiesstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗

Statistician[feeds: source]

usually via further study

Analyze and interpret statistical data to identify significant differences in relationships among sources of information.with AI

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

open source ↗

Identify relationships and trends in data, as well as any factors that could affect the results of research.with AI

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

open source ↗

Determine whether statistical methods are appropriate, based on user needs or research questions of interest.shifting

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

open source ↗

Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.with AI

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

open source ↗

Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.with AI

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

open source ↗

Report results of statistical analyses, including information in the form of graphs, charts, and tables.with AI

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

open source ↗

Design research projects that apply valid scientific techniques, and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.shifting

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

open source ↗

Process large amounts of data for statistical modeling and graphic analysis, using computers.with AI

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

open source ↗

Mathematician[feeds: source]

usually via further study

Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.with AI

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

open source ↗

Disseminate research by writing reports, publishing papers, or presenting at professional conferences.shifting

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

open source ↗

Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.with AI

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

open source ↗

Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.shifting

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

open source ↗

Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.shifting

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

open source ↗

Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.with AI

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

open source ↗

Perform computations and apply methods of numerical analysis to data.with AI

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

open source ↗

Assemble sets of assumptions, and explore the consequences of each set.with AI

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

open source ↗

Mathematical Science Teacher, Postsecondary[feeds: source]

usually via further study

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 ↗

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 linear algebra, differential equations, and discrete mathematics.stays human

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 ↗

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 ↗

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 ↗

Initiate, facilitate, and moderate classroom discussions.stays human

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

open source ↗

Survey Researchers[feeds: source]

Review, classify, and record survey data in preparation for computer analysis.shifting

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

open source ↗

Monitor and evaluate survey progress and performance, using sample disposition reports and response rate calculations.with AI

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

open source ↗

Produce documentation of the questionnaire development process, data collection methods, sampling designs, and decisions related to sample statistical weighting.shifting

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

open source ↗

Prepare and present summaries and analyses of survey data, including tables, graphs, and fact sheets that describe survey techniques and results.shifting

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

open source ↗

Determine and specify details of survey projects, including sources of information, procedures to be used, and the design of survey instruments and materials.shifting

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

open source ↗

Consult with clients to identify survey needs and specific requirements, such as special samples.with AI

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

open source ↗

Conduct surveys and collect data, using methods such as interviews, questionnaires, focus groups, market analysis surveys, public opinion polls, literature reviews, and file reviews.shifting

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

open source ↗

Support, plan, and coordinate operations for single or multiple surveys.shifting

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 a statistical model or sampling plan, then checking its assumptions against the real data

In BSc in Applied Statistics & Data Science's own task ledger, Data Scientist (US)'s "Apply sampling techniques to determine groups to be surveyed or use complete…" rates exposed and Actuary's "Constructing probability tables for events such as fires, natural disasters,…" rates augmented; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Testing a model's assumptions against your own descriptive statistics is what keeps a data-heavy result defensible. first step: Khan Academy: Statistics and Probability · free · ~30 min

#2 AI-assisted survey and questionnaire design, with the ethics and consent layer kept human

Among BSc in Applied Statistics & Data Science's matched ledger rows, Survey Researchers' "Review, classify, and record survey data in preparation for computer analysis" rates exposed; 2 of the 8 matched rows here rate augmented and 6 rate exposed. Owning the consent language and the ethical-review submission yourself is the part of survey design no model should draft unsupervised. first step: WHO: research ethics review and informed-consent process guidance (free public document) · free · ~15 min

#3 Using AI to explore proof strategies or search literature fast, then verifying every real step yourself or with a formal checker

Looking at the roles BSc in Applied Statistics & Data Science feeds into, Mathematician's "Apply mathematical theories and techniques to the solution of practical…" rates exposed; 1 of the 3 matched rows here rates augmented and 2 rate exposed. Treating an AI's proof sketch as a lead to verify, not an answer to trust, is exactly how working mathematicians already use it. first step: Quanta Magazine: "The AI Revolution in Math Has Arrived" · free · ~15 min

* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 24 of your 49 charted tasks already run with AI in the loop, and 2 tasks have no source at all: marked unlisted, not estimated. 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