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MSc in Data Science & Analytics

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 AI29
shifting16
no data yet (no source, no guess)1
tasks charted · feeds 8 jobs57
of 57 charted tasks: 12 stay human · 29 run with AI in the loop · 16 are shifting. 1 more are no data yet: no source, no guess. counts only: we don't do scores.
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 ↗
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 and Information Systems Managers[feeds: source]
Direct daily operations of department, analyzing workflow, establishing priorities, developing standards and setting deadlines.with AI

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

open source ↗
Meet with department heads, managers, supervisors, 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 ↗
Review project plans to plan and coordinate project activity.shifting

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

open source ↗
Assign and review the work of systems analysts, programmers, and other computer-related workers.with AI

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

open source ↗
Provide users with technical support for computer problems.shifting

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

open source ↗
Develop computer information resources, providing for data security and control, strategic computing, and disaster recovery.with AI

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

open source ↗
Recruit, hire, train and supervise staff, or participate in staffing decisions.stays human

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

open source ↗
Stay abreast of advances in technology.with AI

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

open source ↗
Database Architects[feeds: source]
Design databases to support business applications, ensuring system scalability, security, performance, and reliability.with AI

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

open source ↗
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements.shifting

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

open source ↗
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements.with AI

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

open source ↗
Develop data models for applications, metadata tables, views or related database structures.with AI

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

open source ↗
Set up database clusters, backup, or recovery processes.with AI

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

open source ↗
Create and enforce database development standards.shifting

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

open source ↗
Develop and document database architectures.with AI

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

open source ↗
Design database applications, such as interfaces, data transfer mechanisms, global temporary tables, data partitions, and function-based indexes to enable efficient access of the generic database structure.with AI

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

open source ↗
Computer Programmers[feeds: source]
Write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.shifting

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

open source ↗
Correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.shifting

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

open source ↗
Perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements.with AI

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

open source ↗
Write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.shifting

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

open source ↗
Consult with managerial, engineering, and technical personnel to clarify program intent, identify problems, and suggest changes.stays human

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

open source ↗
Conduct trial runs of programs and software applications to be sure they will produce the desired information and that the instructions are correct.shifting

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

open source ↗
Prepare detailed workflow charts and diagrams that describe input, output, and logical operation, and convert them into a series of instructions coded in a computer language.with AI

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

open source ↗
Compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.with AI

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

open source ↗
Statistician[feeds: source]
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 ↗
the delta: what moves your picture
#1 Directing an AI coding agent to modify or fix existing code against a written spec, then reading the diff like a reviewer
In MSc in Data Science & Analytics' own task ledger, Software Developer (US)'s "Modify existing software to correct errors, adapt it to new hardware, or…" rates augmented and Computer Programmers' "Correct errors by making appropriate changes and rechecking the program to…" rates exposed; 2 of the 4 matched rows here rate augmented and 2 rate exposed. That review habit is what keeps a developer's judgment the differentiator, however good the tool drafting the diff gets. first step: Google Engineering Practices: How to Do a Code Review · free · ~20 min
#2 Using AI to propose a bug fix or test run fast, then confirming it against a real trial run and the actual failure path before trusting it
Among MSc in Data Science & Analytics' matched ledger rows, Software Developer (US)'s "Develop or direct software system testing or validation procedures,…" rates augmented and Computer Programmers' "Correct errors by making appropriate changes and rechecking the program to…" rates exposed; 1 of the 3 matched rows here rates augmented and 2 rate exposed. Running the real trial yourself is what turns a plausible-sounding fix into one you can actually trust. first step: Google Engineering Practices: How to Do a Code Review · free · ~20 min
#3 Directing AI on legacy code maintenance and upgrades, verified against the system's actual current behavior before shipping the change
Looking at the roles MSc in Data Science & Analytics feeds into, Software Developer (US)'s "Consult with customers or other departments on project status, proposals, or…" rates exposed and Computer Programmers' "Perform or direct revision, repair, or expansion of existing programs to…" rates augmented; 1 of the 3 matched rows here rates augmented and 2 rate exposed. Checking a change against how the system actually behaves today is what keeps a maintenance fix from becoming a new bug. first step: Google Engineering Practices: How to Do a Code Review · free · ~20 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 29 of your 57 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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