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MSc in Biotechnology

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 HUMAN13
with AI21
shifting14
tasks charted · feeds 6 jobs48
of 48 charted tasks: 13 stay human · 21 run with AI in the loop · 14 are shifting. counts only: we don't do scores.
Natural Sciences Managers[feeds: source]
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 ↗
Biological Science Teachers, Postsecondary[feeds: 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 ↗
Prepare and deliver lectures to undergraduate or graduate students on topics such as molecular biology, marine biology, and botany.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 ↗
Prepare materials for laboratory activities and 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 ↗
Initiate, facilitate, and moderate classroom discussions.stays human

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

open source ↗
Supervise students' laboratory work.stays human

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 ↗
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 ↗
Bioinformatics Scientists[feeds: source]
Develop new software applications or customize existing applications to meet specific scientific project needs.with AI

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

open source ↗
Communicate research results through conference presentations, scientific publications, or project reports.shifting

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

open source ↗
Create novel computational approaches and analytical tools as required by research goals.with AI

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

open source ↗
Consult with researchers to analyze problems, recommend technology-based solutions, or determine computational strategies.shifting

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

open source ↗
Analyze large molecular datasets, such as raw microarray data, genomic sequence data, or proteomics data, for clinical or basic research purposes.with AI

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

open source ↗
Keep abreast of new biochemistries, instrumentation, or software by reading scientific literature and attending professional conferences.with AI

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

open source ↗
Develop data models and databases.with AI

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

open source ↗
Compile data for use in activities, such as gene expression profiling, genome annotation, or structural bioinformatics.with AI

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

open source ↗
Molecular and Cellular Biologists[feeds: source]
Maintain accurate laboratory records and data.with AI

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

open source ↗
Design molecular or cellular laboratory experiments, oversee their execution, and interpret results.shifting

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

open source ↗
Write grant applications to obtain funding.shifting

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

open source ↗
Perform laboratory procedures following protocols including deoxyribonucleic acid (DNA) sequencing, cloning and extraction, ribonucleic acid (RNA) purification, or gel electrophoresis.stays human

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

open source ↗
Conduct research on cell organization and function, including mechanisms of gene expression, cellular bioinformatics, cell signaling, or cell differentiation.with AI

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

open source ↗
Prepare or review reports, manuscripts, or meeting presentations.with AI

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

open source ↗
Instruct undergraduate and graduate students within the areas of cellular or molecular biology.stays human

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

open source ↗
Direct, coordinate, organize, or prioritize biological laboratory activities.with AI

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

open source ↗
Geneticists[feeds: source]
Supervise or direct the work of other geneticists, biologists, technicians, or biometricians working on genetics research projects.stays human

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

open source ↗
Plan or conduct basic genomic and biological research related to areas such as regulation of gene expression, protein interactions, metabolic networks, and nucleic acid or protein complexes.with AI

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

open source ↗
Prepare results of experimental findings for presentation at professional conferences or in scientific journals.shifting

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

open source ↗
Maintain laboratory notebooks that record research methods, procedures, and results.with AI

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

open source ↗
Write grants and papers or attend fundraising events to seek research funds.shifting

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

open source ↗
Search scientific literature to select and modify methods and procedures most appropriate for genetic research goals.with AI

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

open source ↗
Review, approve, or interpret genetic laboratory results.shifting

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

open source ↗
Attend clinical and research conferences and read scientific literature to keep abreast of technological advances and current genetic research findings.stays human

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

open source ↗
Biologists[feeds: source]
Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.shifting

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

open source ↗
Develop and maintain liaisons and effective working relations with groups and individuals, agencies, and the public to encourage cooperative management strategies or to develop information and interpret findings.stays human

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

open source ↗
Collect and analyze biological data about relationships among and between organisms and their environment.stays human

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

open source ↗
Program and use computers to store, process, and analyze data.shifting

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

open source ↗
Supervise biological technicians and technologists and other scientists.stays human

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

open source ↗
Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.stays human

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

open source ↗
Communicate test results to state and federal representatives and general public.with AI

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

open source ↗
Prepare requests for proposals or statements of work.shifting

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 technical or research report fast, then checking every result and claim against the real data before it is communicated further
In MSc in Biotechnology's own task ledger, Molecular and Cellular Biologists' "Prepare or review reports, manuscripts, or meeting presentations" rates augmented and Biologists' "Prepare technical and research reports, such as environmental impact reports,…" rates exposed; 2 of the 3 matched rows here rate augmented and 1 rates exposed. Checking every claim in a drafted report against the underlying data is what keeps a research report citable. first step: NCBI: Learn (free tutorials, webinars, and documentation hub) · free · ~15 min
#2 Directing AI to draft analysis or simulation code, then verifying it against a case with a known answer before trusting it on real data
Among MSc in Biotechnology's matched ledger rows, Bioinformatics Scientists' "Analyze large molecular datasets, such as raw microarray data, genomic…" rates augmented and Biologists' "Program and use computers to store, process, and analyze data" rates exposed; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Running a drafted analysis on a known case first is what keeps it trustworthy on the data you can't already check by hand. first step: MIT OpenCourseWare: 8.01SC Classical Mechanics · free · ~25 min
#3 Directing AI to draft an analysis pipeline or script, then verifying its output against a known reference dataset before trusting it on new data
Looking at the roles MSc in Biotechnology feeds into, Bioinformatics Scientists' "Create novel computational approaches and analytical tools as required by…" rates augmented; all 3 matched rows here rate augmented. Running a pipeline against a known reference dataset first is what keeps its results trustworthy on the data that actually matters. first step: NCBI: Learn (free tutorials, webinars, and documentation hub) · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 21 of your 48 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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