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BSc in Applied Mathematics

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 HUMAN9
with AI41
shifting26
no data yet (no source, no guess)1
tasks charted · feeds 10 jobs76
of 76 charted tasks: 9 stay human · 41 run with AI in the loop · 26 are shifting. 1 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 ↗
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 ↗
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 ↗
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 ↗
Bioinformatics Technician[feeds: source]
Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques.with AI

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

open source ↗
Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve.shifting

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

open source ↗
Maintain awareness of new and emerging computational methods and technologies.with AI

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

open source ↗
Conduct quality analyses of data inputs and resulting analyses or predictions.with AI

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

open source ↗
Enter or retrieve information from structural databases, protein sequence motif databases, mutation databases, genomic databases or gene expression databases.with AI

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

open source ↗
Develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation.shifting

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

open source ↗
Confer with researchers, clinicians, or information technology staff to determine data needs and programming requirements and to provide assistance with database-related research activities.with AI

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

open source ↗
Participate in the preparation of reports or scientific publications.shifting

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 ↗
Clinical Data Managers[feeds: source]
Design and validate clinical databases, including designing or testing logic checks.with AI

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

open source ↗
Process clinical data, including receipt, entry, verification, or filing of information.with AI

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

open source ↗
Generate data queries, based on validation checks or errors and omissions identified during data entry, to resolve identified problems.shifting

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

open source ↗
Develop project-specific data management plans that address areas such as coding, reporting, or transfer of data, database locks, and work flow processes.shifting

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

open source ↗
Monitor work productivity or quality to ensure compliance with standard operating procedures.stays human

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

open source ↗
Prepare appropriate formatting to data sets as requested.with AI

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

open source ↗
Design forms for receiving, processing, or tracking data.with AI

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

open source ↗
Prepare data analysis listings and activity, performance, or progress reports.shifting

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

open source ↗
Biostatistician[feeds: source]
usually via further study
Draw conclusions or make predictions, based on data summaries or statistical analyses.shifting

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

open source ↗
Analyze clinical or survey data, using statistical approaches such as longitudinal analysis, mixed-effect modeling, logistic regression analyses, and model-building techniques.shifting

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

open source ↗
Write detailed analysis plans and descriptions of analyses and findings for research protocols or reports.shifting

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

open source ↗
Calculate sample size requirements for clinical studies.shifting

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

open source ↗
Read current literature, attend meetings or conferences, and talk with colleagues to keep abreast of methodological or conceptual developments in fields such as biostatistics, pharmacology, life sciences, and social sciences.with AI

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

open source ↗
Design research studies in collaboration with physicians, life scientists, or other professionals.shifting

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

open source ↗
Prepare tables and graphs to present clinical data or results.with AI

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

open source ↗
Write program code to analyze data with statistical analysis software.shifting

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

open source ↗
Business Intelligence Analysts[feeds: source]
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.shifting

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

open source ↗
Synthesize current business intelligence or trend data to support recommendations for action.with AI

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

open source ↗
Maintain library of model documents, templates, or other reusable knowledge assets.with AI

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

open source ↗
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs.with AI

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

open source ↗
Manage timely flow of business intelligence information to users.shifting

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

open source ↗
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources.with AI

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

open source ↗
Analyze competitive market strategies through analysis of related product, market, or share trends.with AI

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

open source ↗
Maintain or update business intelligence tools, databases, dashboards, systems, or methods.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 Directing AI to draft a statistical model or sampling plan, then checking its assumptions against the real data
In BSc in Applied Mathematics' 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 Rebuilding an AI-drafted performance or findings report from the underlying data before it goes to a decision-maker
Among BSc in Applied Mathematics' matched ledger rows, Natural Sciences Managers' "Review project activities and prepare and review research, testing, or…" rates augmented and Business Intelligence Analysts' "Generate standard or custom reports summarizing business, financial, or…" rates exposed; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Rebuilding the headline figures yourself is what keeps a findings report something a decision-maker can act on without a second check. first step: Google Sheets Help: Create, edit, and format a report from raw data (pivot tables) · free · ~15 min
#3 Directing AI to draft a data-analysis pipeline or entry, then verifying it against a known reference dataset
Looking at the roles BSc in Applied Mathematics feeds into, Bioinformatics Technician's "Analyze or manipulate bioinformatics data using software packages, statistical…" rates augmented; 4 of the 6 matched rows here rate augmented and 2 rate exposed. Running a pipeline against a reference dataset with a known answer is what keeps its output trustworthy on data where the answer isn't known yet. first step: NCBI: Learn (free tutorials on reference databases and validation) · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 41 of your 76 charted tasks already run with AI in the loop, and 1 task has 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
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