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Not cooked*

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MSc in Management Information Systems

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 HUMAN5

with AI23

shifting12

tasks charted · feeds 5 jobs40

of 40 charted tasks: 5 stay human · 23 run with AI in the loop · 12 are shifting. counts only: we don't do scores.

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 ↗

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 ↗

Data Warehousing Specialists[feeds: source]

Develop data warehouse process models, including sourcing, loading, transformation, and extraction.with AI

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

open source ↗

Verify the structure, accuracy, or quality of warehouse data.shifting

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

open source ↗

Map data between source systems, data warehouses, and data marts.with AI

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

open source ↗

Develop and implement data extraction procedures from other systems, such as administration, billing, or claims.shifting

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

open source ↗

Design and implement warehouse database structures.with AI

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

open source ↗

Develop or maintain standards, such as organization, structure, or nomenclature, for the design of data warehouse elements, such as data architectures, models, tools, and databases.shifting

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

open source ↗

Provide or coordinate troubleshooting support for data warehouses.with AI

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

open source ↗

Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.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 a database schema or naming standard, then checking it against the real business rules it has to support

In MSc in Management Information Systems' own task ledger, Database Architects' "Design databases to support business applications, ensuring system…" rates augmented and Data Warehousing Specialists' "Design and implement warehouse database structures" rates augmented; 2 of the 4 matched rows here rate augmented and 2 rate exposed. Checking a proposed schema against the real business rules it has to support is what keeps it worth adopting. first step: W3Schools: SQL Tutorial · free · ~25 min

#2 Directing an AI coding agent to modify or fix existing code against a written spec, then reading the diff like a reviewer

Among MSc in Management Information Systems' matched ledger rows, 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. 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

#3 Querying a database directly to check what an AI-drafted schema, migration, or query actually did

Looking at the roles MSc in Management Information Systems feeds into, Database Architects' "Develop database architectural strategies at the modeling, design and…" rates exposed; all 2 matched rows here rate exposed. Being able to check a schema yourself, in the database, is what turns an AI-drafted design into something worth signing off on. first step: W3Schools: SQL Tutorial · free · ~25 min

* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 23 of your 40 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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