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How a chemist can use AI, task by task

O*NET 19-2031.00: ChemistsMedian pay $91,240/year (BLS, May 2025)12 tasksJob Zone 4: Considerable preparation

Conduct qualitative and quantitative chemical analyses or experiments in laboratories for quality or process control or to develop new products or knowledge.

Type your own title and every prompt on this page updates to match. Also called: Air Quality Chemist, Analytical Chemist, Chemical Lab Scientist (Chemical Laboratory Scientist), Chemist, Forensic Chemist, Product Development Chemist, QC Chemist (Quality Control Chemist), R and D Chemist (Research and Development Chemist), Research Chemist, Scientist.

Where AI fits in this job

AI-ready 8%AI-assist 36%Stays human 56%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 1 AI-ready, 4 AI-assist and 7 human-led tasks out of 12. 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).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

  1. Develop, improve, or customize products, equipment, formulas, processes, or analytical methods.Plan & schedule · Weekly
  2. Compile and analyze test information to determine process or equipment operating efficiency or to diagnose malfunctions.Crunch the numbers · Weekly
  3. Confer with scientists or engineers to conduct analyses of research projects, interpret test results, or develop nonstandard tests.Look into it · Weekly

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

  1. Analyze organic or inorganic compounds to determine chemical or physical properties, composition, structure, relationships, or reactions, using chromatography, spectroscopy, or spectrophotometry techniques.Hands-on work · Weekly
  2. Maintain laboratory instruments to ensure proper working order and troubleshoot malfunctions when needed.Hands-on work · Weekly
  3. Conduct quality control tests.Watch & inspect · Weekly

Skills to build & where you could move ↓

AI can draft these 1

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

Write technical papers or reports or prepare standards and specifications for processes, facilities, products, or tests.

Monthly

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 chemist. Part of my job is to write technical papers or reports or prepare standards and specifications for processes, facilities, products, or tests.

Context: We use Microsoft Word and Apple iWork Pages.
Area: [department, food production]
Requirements: [rules, safety]

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

10-minute exercise: Standards document

Step 1Pick a real example: the next time you write technical papers or reports or prepare standards.
Step 2Fill in [Area] and [Requirements] with the real details, then run the prompt.
Step 3Review with staff and regulators as needed.

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

Importance 3.9/5 · core task · O*NET work activity: Establish standards for products, processes, or procedures.. Also involves: Prepare scientific or technical reports or presentations..

AI can help you prep these 4

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

Develop, improve, or customize products, equipment, formulas, processes, or analytical methods.

Weekly

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 chemist. Part of my job is to develop, improve, or customize products, equipment, formulas, processes, or analytical methods.

Context: We use SAP software and Microsoft Excel; the work draws on chemistry, physics and production and processing.
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 develop, improve, or customize products, equipment and formulas (this week).
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 4.2/5 · core task · O*NET work activity: Develop new or advanced products or production methods..

Compile and analyze test information to determine process or equipment operating efficiency or to diagnose malfunctions.

Weekly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 72% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a chemist. Part of my job is to compile and analyze test information to determine process or equipment operating efficiency or to diagnose malfunctions.

Context: We use Statistical software and Laboratory information management system LIMS; the work draws on chemistry, physics and production and processing.
Equipment: [describe]
Data: [paste performance records]

Assess efficiency and functioning, and flag decline. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Equipment performance analysis

Step 1Pick a real example: the next time you compile and analyze test information to determine process or equipment (this week).
Step 2Fill in [Equipment] and [Data] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.9/5 · core task · O*NET work activity: Analyze test or performance data to assess equipment operation.. Also involves: Analyze operational or research data.; Diagnose equipment malfunctions..

Confer with scientists or engineers to conduct analyses of research projects, interpret test results, or develop nonstandard tests.

Weekly

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 chemist. Part of my job is to confer with scientists or engineers to conduct analyses of research projects, interpret test results, or develop nonstandard tests.

Context: We use Statistical software and Laboratory information management system LIMS; the work draws on chemistry, physics and production and processing.
Project: [research, audit, multidisciplinary]
My role: [describe]

List what to prepare, questions for collaborators, and a shared plan outline. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Collaboration prep

Step 1Pick a real example: the next time you confer with scientists or engineers (this week).
Step 2Fill in [Project] and [My role] with the real details, then run the prompt.
Step 3Open two of the sources it gives and confirm the key claim before you use it.

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

Importance 3.8/5 · core task · O*NET work activity: Collaborate on research activities with scientists or technical specialists..

Evaluate laboratory safety procedures to ensure compliance with standards or to make improvements as needed.

Monthly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a chemist. Part of my job is to evaluate laboratory safety procedures to ensure compliance with standards or to make improvements as needed.

Context: We use Laboratory information management system LIMS and Statistical software; the work draws on chemistry, physics and production and processing.
Project or process: [describe]
Standards: [design specs, environmental standards]
Evidence: [test data, observations]

Make a conformance table: requirement, evidence, conforms or not, and next step. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Conformance review

Step 1Pick a real example: the next time you evaluate laboratory safety procedures.
Step 2Fill in [Project or process], [Standards] and [Evidence] with the real details, then run the prompt.
Step 3Check two rows against the source documents. Check it against the manufacturer's manual and your site procedure before you rely on it.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 3.7/5 · core task · O*NET work activity: Monitor operational procedures in technical environments to ensure conformance to standards..

These stay human 7

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 · Contact with others: contact with others most of the time · Responsible for others' health and safety: high responsibility · Hazardous conditions: once a week or more but not every day

Analyze organic or inorganic compounds to determine chemical or physical properties, composition, structure, relationships, or reactions, using chromatography, spectroscopy, or spectrophotometry techniques.

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 chemist. Part of my job is to analyze organic or inorganic compounds to determine chemical or physical properties, composition, structure, relationships, or reactions, using chromatography, spectroscopy, or spectrophotometry techniques.

Context: The work draws on chemistry, physics and production and processing.
Substance and measurement: [pH, salinity, enzymes, oxygen]
Equipment: [instrument]

Make a calibration and measurement checklist with QC. 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: Chemical analysis prep

Step 1Pick a real example: the next time you analyze organic or inorganic compounds (this week).
Step 2Fill in [Substance and measurement] and [Equipment] 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.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.1/5 · core task · O*NET work activity: Analyze chemical compounds or substances..

Maintain laboratory instruments to ensure proper working order and troubleshoot malfunctions when needed.

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 chemist. Part of my job is to maintain laboratory instruments to ensure proper working order and troubleshoot malfunctions when needed.

Context: The work draws on chemistry, physics and production and processing.
Instruments: [describe]
Tasks: [describe]

List maintenance and troubleshooting. 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 equipment maintenance

Step 1Pick a real example: the next time you maintain laboratory instruments (this week).
Step 2Fill in [Instruments] and [Tasks] 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 3.9/5 · core task · O*NET work activity: Maintain laboratory or technical equipment..

Conduct quality control tests.

Weekly

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 chemist. Part of my job is to conduct quality control tests.

Context: The work draws on chemistry, physics and production and processing.
Product: [food, part, vehicle system, material]
Quality criteria: [specs, regulations, sensory targets]

Make a quality test plan with pass/fail criteria and a results template. 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: Quality test checklist

Step 1Pick a real example: the next time you conduct quality control tests (this week).
Step 2Fill in [Product] and [Quality criteria] with the real details, then run the prompt.
Step 3Use the template on your next batch.

Importance 3.9/5 · core task · O*NET work activity: Test quality of materials or finished products..

Prepare test solutions, compounds, or reagents for laboratory personnel to conduct tests.

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 chemist. Part of my job is to prepare test solutions, compounds, or reagents for laboratory personnel to conduct tests.

Context: The work draws on chemistry, physics and production and processing.
Product: [compound, protein, solution]
Protocol: [key steps]

List prep steps and QC. 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: Compound or solution prep

Step 1Pick a real example: the next time you prepare test solutions, compounds and reagents (this week). Leave out names and identifying details.
Step 2Fill in [Product] and [Protocol] 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 3.9/5 · core task · O*NET work activity: Prepare compounds or solutions for products or testing..

Direct, coordinate, or advise personnel in test procedures for analyzing components or physical properties of materials.

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 chemist. Part of my job is to direct, coordinate, or advise personnel in test procedures for analyzing components or physical properties of materials.

Context: The work draws on chemistry, physics and production and processing.
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 direct, coordinate, or advise personnel (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 3.6/5 · core task · O*NET work activity: Supervise scientific or technical personnel..

Induce changes in composition of substances by introducing heat, light, energy, or chemical catalysts for quantitative or qualitative analysis.

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 chemist. Part of my job is to induce changes in composition of substances by introducing heat, light, energy, or chemical catalysts for quantitative or qualitative analysis.

Context: The work draws on chemistry, physics and production and processing.
Substance and measurement: [pH, salinity, enzymes, oxygen]
Equipment: [instrument]

Make a calibration and measurement checklist with QC. 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: Chemical analysis prep

Step 1Pick a real example: the next time you induce changes in composition of substances (this week).
Step 2Fill in [Substance and measurement] and [Equipment] 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.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.0/5 · core task · O*NET work activity: Analyze chemical compounds or substances..

Purchase laboratory supplies, such as chemicals, when supplies are low or near their expiration date.

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 chemist. Part of my job is to purchase laboratory supplies, such as chemicals, when supplies are low or near their expiration date.

Context: The work draws on chemistry, physics and production and processing.
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 purchase laboratory supplies.
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. Check it against the manufacturer's manual and your site procedure before you rely on it.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 3.4/5 · core task · O*NET work activity: Manage scientific or technical project resources..

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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 4.0/5
    Used in: Analyzing Data or Information
  • Quality Control Analysisimportance 3.2/5
    Used in: Repairing and Maintaining Electronic Equipment
  • Operations Monitoringimportance 3.0/5
    Used in: Repairing and Maintaining Electronic Equipment
  • Speakingimportance 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.

  • Reading Comprehensionimportance 4.0/5
    Used in: Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
  • Writingimportance 3.8/5
    Used in: Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
  • Active Listeningimportance 3.8/5
    Used in: Communicating with Supervisors, Peers, or Subordinates
  • Instructingimportance 3.0/5
    Used in: Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment

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.

Getting into this job

Bachelor's degree is most common (56% of workers)

  • Bachelor's 60%
  • Graduate degree 40%
  • On-the-job training: 3–6 months
  • Related experience: 2–4 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.

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