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How a molecular / cellular biologist can use AI, task by task

O*NET 19-1029.02: Molecular and Cellular BiologistsMedian pay $98,920/year (BLS, May 2025)22 tasksJob Zone 5: Extensive preparation

Research and study cellular molecules and organelles to understand cell function and organization.

Type your own title and every prompt on this page updates to match. Also called: Molecular Biologist, Research Scientist.

Where AI fits in this job

AI-ready 16%AI-assist 39%Stays human 45%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 3 AI-ready, 10 AI-assist and 9 human-led tasks out of 22. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

AI can draft these 3

AI produces a usable first pass. You review it, fix it and own it.

Maintain accurate laboratory records and data.

Daily

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to maintain accurate laboratory records and data.

Context: We use Microsoft Word.
Experiment: [describe]
Data: [paste]

Draft a structured record entry. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Lab or research record

Step 1Pick a real example: the next time you maintain accurate laboratory records and data (today).
Step 2Fill in [Experiment] and [Data] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.7/5 · core task · O*NET work activity: Record research or operational data..

Prepare or review reports, manuscripts, or meeting presentations.

Monthly

AI turns complex material into plain-language handouts.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 54% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI is great at turning complicated material into plain-language guides, handouts, FAQs and how-tos for a specific audience. You check it's accurate.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to prepare or review reports, manuscripts, or meeting presentations.

Context: We use The MathWorks MATLAB and Laboratory information management system LIMS; the work draws on biology, chemistry and medicine and dentistry.
Topic: [status, results, fixes]
Audience: [customers, staff]
Notes: [paste]

Draft slides outline and speaker notes. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Technical presentation

Step 1Pick a real example: the next time you prepare or review reports and manuscripts.
Step 2Fill in [Topic], [Audience] and [Notes] with the real details, then run the prompt.
Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 4.2/5 · core task · O*NET work activity: Prepare scientific or technical reports or presentations.. Also involves: Read documents to gather technical information.; Proofread documents, records, or other files to ensure accuracy..

Write grant applications to obtain funding.

A few times a year

AI writes the first draft from your notes; you check every fact.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 34% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to write grant applications to obtain funding.

Context: We use Microsoft Word.
Project: [describe]
Funder: [requirements]

Draft the proposal. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Funding proposal

Step 1Pick a real example: the next time you write grant applications.
Step 2Fill in [Project] and [Funder] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere. Recompute every total yourself.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Double-check every number. AI can make arithmetic and rounding mistakes.

Importance 4.4/5 · core task · O*NET work activity: Prepare proposals or grant applications to obtain project funding.. Also involves: Write grant proposals..

AI can help you prep these 10

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Design molecular or cellular laboratory experiments, oversee their execution, and interpret results.

Daily

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to design molecular or cellular laboratory experiments, oversee their execution, and interpret results.

Context: We use Microsoft Excel and Laboratory information management system LIMS; the work draws on biology, chemistry and medicine and dentistry.
Organism and question: [describe]
Setting: [lab, field]

Draft the study plan and ethics considerations. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Biological study plan

Step 1Pick a real example: the next time you design molecular or cellular laboratory experiments (today).
Step 2Fill in [Organism and question] and [Setting] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.5/5 · core task · O*NET work activity: Plan biological research..

Conduct research on cell organization and function, including mechanisms of gene expression, cellular bioinformatics, cell signaling, or cell differentiation.

Daily

AI gets you up to speed; confirm findings with records or people.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 18% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to conduct research on cell organization and function, including mechanisms of gene expression, cellular bioinformatics, cell signaling, or cell differentiation.

Context: We use Wolfram Research Mathematica and The MathWorks MATLAB; the work draws on biology, chemistry and medicine and dentistry.
Structure or process: [describe]
Methods available: [instruments, assays]

Outline experiments, controls, expected results, pitfalls, and key references. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Lab study plan

Step 1Pick a real example: the next time you conduct research on cell organization and function (today).
Step 2Fill in [Structure or process] and [Methods available] with the real details, then run the prompt.
Step 3Check the controls with a colleague before you start.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 4.3/5 · core task · O*NET work activity: Research microbiological or chemical processes or structures..

Instruct undergraduate and graduate students within the areas of cellular or molecular biology.

Daily

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to instruct undergraduate and graduate students within the areas of cellular or molecular biology.

Context: We use Microsoft PowerPoint and Molecular Devices Corporation MetaMorph; the work draws on biology, chemistry and medicine and dentistry.
Topic: [concept]
Students: [level]

Plan a lecture with demonstrations, problems and misconceptions to address. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Science class session

Step 1Pick a real example: the next time you instruct undergraduate and graduate students (today). Leave out names and identifying details.
Step 2Fill in [Topic] and [Students] with the real details, then run the prompt.
Step 3Swap one AI example for a real story from your own work. Real stories are what people remember.

Check that every procedure in the material matches your workplace's actual standards.

Importance 4.2/5 · core task · O*NET work activity: Instruct college students in physical or life sciences..

Evaluate new technologies to enhance or complement current research.

Monthly

AI gets you up to speed; confirm findings with records or people.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 39% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to evaluate new technologies to enhance or complement current research.

Context: We use Wolfram Research Mathematica and Agilent Technologies GeneSpring GX; the work draws on biology, chemistry and medicine and dentistry.
Technology or method: [describe]
Our needs: [requirements]

Compare it with our current approach on accuracy, cost, time and risk, and propose a small trial.

10-minute exercise: Evaluate a new method or technology

Step 1Pick a real example: the next time you evaluate new technologies.
Step 2Fill in [Technology or method] and [Our needs] with the real details, then run the prompt.
Step 3Run the trial it proposes if feasible.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 4.1/5 · core task · O*NET work activity: Evaluate new technologies or methods..

Develop assays that monitor cell characteristics.

Monthly

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to develop assays that monitor cell characteristics.

Context: We use Microsoft Excel and Wolfram Research Mathematica; the work draws on biology, chemistry and medicine and dentistry.
Process to study: [biological mechanism, cell characteristic]
Tools: [assays, instruments]

Propose method options and validation steps. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: New lab method

Step 1Pick a real example: the next time you develop assays.
Step 2Fill in [Process to study] and [Tools] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 3.5/5 · core task · O*NET work activity: Develop biological research methods..

Conduct applied research aimed at improvements in areas such as disease testing, crop quality, pharmaceuticals, and the harnessing of microbes to recycle waste.

Monthly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to conduct applied research aimed at improvements in areas such as disease testing, crop quality, pharmaceuticals, and the harnessing of microbes to recycle waste.

Context: We use Wolfram Research Mathematica and The MathWorks MATLAB; the work draws on biology, chemistry and medicine and dentistry.
Question: [planting, spraying, soil, harvest]
Crop and conditions: [crop, region, soil]

Summarize best practices, a field trial design, measurements, and extension sources to check. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Crop practice research

Step 1Pick a real example: the next time you conduct applied research aimed.
Step 2Fill in [Question] and [Crop and conditions] with the real details, then run the prompt.
Step 3Compare with your local extension service guidance.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.5/5 · core task · O*NET work activity: Research crop management methods..

Develop guidelines for procedures such as the management of viruses.

A few times a year

AI drafts the structure and wording; the specifics and sign-off are yours.

Show prompt & steps

AI can draft the structure and standard wording. The specifics, the judgment calls and the sign-off are yours.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to develop guidelines for procedures such as the management of viruses.

Context: We use Microsoft Word.
Topic: [virus management, diagnostic technique]
Evidence: [studies, guidelines]

Draft guidelines with evidence levels and references to verify. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Care or procedure guideline

Step 1Pick a real example: the next time you develop guidelines.
Step 2Fill in [Topic] and [Evidence] with the real details, then run the prompt.
Step 3Verify every reference and have peers review.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.5/5 · core task · O*NET work activity: Establish standards for medical care..

Confer with vendors to evaluate new equipment or reagents or to discuss the customization of product lines to meet user requirements.

A few times a year

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to confer with vendors to evaluate new equipment or reagents or to discuss the customization of product lines to meet user requirements.

Topic: [security, system design]
Who: [IT, architects]

Draft talking points and questions. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Technical discussion prep

Step 1Pick a real example: the next time you confer with vendors.
Step 2Fill in [Topic] and [Who] with the real details, then run the prompt.
Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 2.6/5 · O*NET work activity: Discuss design or technical features of products or services with technical personnel.. Also involves: Collaborate with others to determine design specifications or details..

Participate in all levels of bioproduct development, including proposing new products, performing market analyses, designing and performing experiments, and collaborating with operations and quality control teams during product launches.

Monthly

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to participate in all levels of bioproduct development, including proposing new products, performing market analyses, designing and performing experiments, and collaborating with operations and quality control teams during product launches.

Context: We use Microsoft Excel and Python; the work draws on biology, chemistry and medicine and dentistry.
Product or method: [drug, process]
Goals: [describe]

Plan development stages, tests and decision points. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: New product or method development

Step 1Pick a real example: the next time you participate in all levels of bioproduct development.
Step 2Fill in [Product or method] and [Goals] with the real details, then run the prompt.
Step 3Review the plan with regulatory and research leads.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 3.1/5 · O*NET work activity: Develop new or advanced products or production methods..

Design databases, such as mutagenesis libraries.

A few times a year

AI drafts scripts and configs; design and security are yours.

Show prompt & steps

AI can draft configurations, scripts and test cases and explain unfamiliar systems. Architecture and security decisions need your expertise.

Ready-to-use prompt

I work as a molecular / cellular biologist. Part of my job is to design databases, such as mutagenesis libraries.

Context: We use Python and R; the work draws on biology, chemistry and medicine and dentistry.
Data: [experiments, models, observations]
Uses: [queries, analysis, sharing]

Design a schema with tables, keys and metadata, and write creation scripts and example queries. Propose the approach first, then the code with comments and tests, and point out security risks.

10-minute exercise: Scientific database design

Step 1Pick a real example: the next time you design databases.
Step 2Fill in [Data] and [Uses] with the real details, then run the prompt.
Step 3Run the example queries and fix gaps.

Don't paste secrets, passwords or proprietary code into tools your employer hasn't approved.

Importance 2.5/5 · O*NET work activity: Develop technical or scientific databases..

These stay human 9

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: every day · Responsible for others' health and safety: high responsibility · Contact with others: contact with others most of the time

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

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a molecular / cellular biologist. Part of my job is to perform laboratory procedures following protocols including deoxyribonucleic acid (DNA) sequencing, cloning and extraction, ribonucleic acid (RNA) purification, or gel electrophoresis.

Context: The work draws on biology, chemistry and medicine and dentistry.
Sample and analysis: [soil microbes, proteins, tissues]
Method: [technique]

Make a prep and run checklist with controls and pitfalls. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Biological sample analysis prep

Step 1Pick a real example: the next time you perform laboratory procedures following protocols (today).
Step 2Fill in [Sample and analysis] and [Method] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.3/5 · core task · O*NET work activity: Analyze biological samples..

Direct, coordinate, organize, or prioritize biological laboratory activities.

Daily

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a molecular / cellular biologist. Part of my job is to direct, coordinate, organize, or prioritize biological laboratory activities.

Context: The work draws on biology, chemistry and medicine and dentistry.
Lab or project: [describe]
Priorities: [list]

Plan priorities and team briefing. Give me the key message in 2 sentences, how people might react, and how to respond to each.

10-minute exercise: Directing lab or science work

Step 1Pick a real example: the next time you direct, coordinate, organize, or prioritize biological laboratory activities (today).
Step 2Fill in [Lab or project] and [Priorities] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 4.2/5 · core task · O*NET work activity: Direct scientific activities..

Compile and analyze molecular or cellular experimental data and adjust experimental designs as necessary.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a molecular / cellular biologist. Part of my job is to compile and analyze molecular or cellular experimental data and adjust experimental designs as necessary.

Context: The work draws on biology, chemistry and medicine and dentistry.
Sample and analysis: [soil microbes, proteins, tissues]
Method: [technique]

Make a prep and run checklist with controls and pitfalls. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Biological sample analysis prep

Step 1Pick a real example: the next time you compile and analyze molecular or cellular experimental data (this week).
Step 2Fill in [Sample and analysis] and [Method] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

📊 People already use AI around this task (Anthropic Economic Index, Apr 2026 to May 2026). The task itself stays human-led.

Importance 4.1/5 · core task · O*NET work activity: Analyze biological samples..

Provide scientific direction for project teams regarding the evaluation or handling of devices, drugs, or cells for in vitro and in vivo disease models.

Weekly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a molecular / cellular biologist. Part of my job is to provide scientific direction for project teams regarding the evaluation or handling of devices, drugs, or cells for in vitro and in vivo disease models.

Context: The work draws on biology, chemistry and medicine and dentistry.
Program: [public health, research]
Team: [describe]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Directing a health program

Step 1Pick a real example: the next time you provide scientific direction (this week).
Step 2Fill in [Program] and [Team] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 4.0/5 · core task · O*NET work activity: Direct medical science or healthcare programs..

Supervise technical personnel and postdoctoral research fellows.

Weekly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a molecular / cellular biologist. Part of my job is to supervise technical personnel and postdoctoral research fellows.

Context: The work draws on biology, chemistry and medicine and dentistry.
Team: [technicians, scientists]
Issue or goal: [quality, project]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Leading a lab team

Step 1Pick a real example: the next time you supervise technical personnel and postdoctoral research fellows (this week). Leave out names and identifying details.
Step 2Fill in [Team] and [Issue or goal] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 4.0/5 · core task · O*NET work activity: Supervise scientific or technical personnel..

Monitor or operate specialized equipment, such as gas chromatographs and high pressure liquid chromatographs, electrophoresis units, thermocyclers, fluorescence activated cell sorters, and phosphorimagers.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a molecular / cellular biologist. Part of my job is to monitor or operate specialized equipment, such as gas chromatographs and high pressure liquid chromatographs, electrophoresis units, thermocyclers, fluorescence activated cell sorters, and phosphorimagers.

Context: The work draws on biology, chemistry and medicine and dentistry.
Instrument: [microscope, chromatograph]
Analysis: [describe]

List setup, calibration and run steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Lab instrument operation

Step 1Pick a real example: the next time you monitor or operate specialized equipment (this week).
Step 2Fill in [Instrument] and [Analysis] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.8/5 · core task · O*NET work activity: Operate laboratory or field equipment..

Coordinate molecular or cellular research activities with scientists specializing in other fields.

Monthly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a molecular / cellular biologist. Part of my job is to coordinate molecular or cellular research activities with scientists specializing in other fields.

Context: The work draws on biology, chemistry and medicine and dentistry.
Partners: [disciplines]
Project: [describe]

Plan coordination and shared milestones. Give me the key message in 2 sentences, how people might react, and how to respond to each.

10-minute exercise: Coordinating cross-disciplinary research

Step 1Pick a real example: the next time you coordinate molecular or cellular research activities.
Step 2Fill in [Partners] and [Project] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 3.3/5 · core task · O*NET work activity: Coordinate cross-disciplinary research programs..

Verify all financial, physical, and human resources assigned to research or development projects are used as planned.

Monthly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a molecular / cellular biologist. Part of my job is to verify all financial, physical, and human resources assigned to research or development projects are used as planned.

Context: The work draws on biology, chemistry and medicine and dentistry.
Project: [research, lab]
Resources: [money, people, supplies]

Plan resource checks and reorder triggers. Give me the key message in 2 sentences, how people might react, and how to respond to each.

10-minute exercise: Managing project resources

Step 1Pick a real example: the next time you verify all financial, physical and human resources.
Step 2Fill in [Project] and [Resources] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 3.2/5 · core task · O*NET work activity: Manage scientific or technical project resources..

Evaluate new supplies and equipment to ensure operability in specific laboratory settings.

A few times a year

Needs your eyes on site. AI can build the checklist and the report.

Show prep prompt & steps

Where AI still helps: AI can build your inspection checklists, explain standards and turn your notes and photos into clean reports.

Prep prompt

I work as a molecular / cellular biologist. Part of my job is to evaluate new supplies and equipment to ensure operability in specific laboratory settings.

Context: The work draws on biology, chemistry and medicine and dentistry.
Equipment: [describe]
Normal operation: [what good looks like]

Make a daily function checklist. Group it by area, say what 'good' and 'bad' look like for each item, and add a short template for writing up what I find.

10-minute exercise: Equipment function check

Step 1Pick a real example: the next time you evaluate new supplies and equipment.
Step 2Fill in [Equipment] and [Normal operation] with the real details, then run the prompt.
Step 3Take it with you next time, tick it alongside your usual routine, and add anything it missed.

Importance 3.0/5 · core task · O*NET work activity: Inspect equipment to ensure proper functioning..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

  • Critical Thinkingimportance 4.1/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Active Listeningimportance 4.0/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Speakingimportance 4.0/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Active Learningimportance 3.9/5
    Used in: Guiding, Directing, and Motivating Subordinates

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Writingimportance 4.2/5
    Used in: Documenting/Recording Information
  • Reading Comprehensionimportance 4.4/5
    Used in: Getting Information
  • Judgment and Decision Makingimportance 4.0/5
    Used in: Training and Teaching Others

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

  • Biochemists and Biophysicists23% human-led · Same preparation · $127,410/yr · usually post-doctoral trainingSkills to build: Active Learning
  • Medical Scientists, Except Epidemiologists28% human-led · Same preparation · $103,410/yr · usually doctoral degreeSkills to build: Service Orientation, Complex Problem Solving
  • Physicians, Pathologists65% human-led · Same preparation · $312,400/yr · usually post-doctoral trainingSkills to build: Service Orientation, Complex Problem Solving
  • Natural Sciences Managers38% human-led · Same preparation · $167,220/yr · usually bachelor's degreeSkills to build: Management of Personnel Resources, Persuasion, Operations Analysis

Getting into this job

Bachelor's degree is most common (35% of workers)

  • Bachelor's 35%
  • Graduate degree 65%
  • On-the-job training: 6–12 months
  • Related experience: 1–2 years

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

Adobe IllustratorC++GitMicrosoft AccessMicrosoft ExcelMicrosoft Office softwareMicrosoft PowerPointMicrosoft WordPythonRThe MathWorks MATLAB