Physical Chemist

Physical Chemist provides direct service and this page lists 20 real tasks that outline the role’s concrete actions. Tasks make clear what gets done first, what’s urgent, and what gets recorded. Each one shows where we found it, and comes with an AI prompt you can copy and use straight away.

20evidenced tasks
20ready prompts
5tools of the trade
19-2031.00O*NET-SOC code
82,770hold this job (US, BLS 2025)
$91,240median pay/yr (US)
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What it pays

Government survey numbers — not estimates, not ads.

Half of all Chemists in the U.S. earn more than $91,240 a year — the middle 80% land between $58,460 and $160,830. About 82,770 people in the U.S. do this work. Figures are for the U.S. occupation group “Chemists”. (U.S. Bureau of Labor Statistics survey, published 2025.) In India, Professionals earn about ₹38,298 a month on average — around ₹4.6 lakh a year (government PLFS survey via ILOSTAT, occupation-family figure).
$91,240typical pay / year
82,770people in this work
$160,830+top 10% earn
₹4.6 lakha year in India (family avg)
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The work, task by task

These are the real jobs-to-be-done, not a wish list. Each task shows where we found it, and the prompt underneath is written for that exact task.

Analysing3

Analyze chemical substances

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Run a comparative analysis of last month’s NMR, IR and mass data for the acrylic sample batch versus the…
Run a comparative analysis of last month’s NMR, IR and mass data for the acrylic sample batch versus the reference standard, flag discrepancies over agreed acceptance limits, propose follow‑up experiments and estimate how many additional prep runs are needed to resolve structure ambiguities.
The tools that do the workMicrosoft ExcelESCOjob descriptionsO*NET

Conduct quality control tests.

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Compile this week’s QC run results for incoming reagent batches, flag any failures against spec, recommend…
Compile this week’s QC run results for incoming reagent batches, flag any failures against spec, recommend quarantine or release with justification, and produce a short report for procurement and production before tomorrow’s 10 AM meeting.
The tools that do the workMicrosoft ExcelESCOjob descriptionsO*NET

Develop new products and compounds

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Propose five novel small inorganic motifs for ionic conductivity improvement, include hypothesised…
Propose five novel small inorganic motifs for ionic conductivity improvement, include hypothesised mechanisms, required synthesis routes, key safety risks and three prioritized experiments to test conductivity within six weeks.
The tools that do the workMicrosoft WordMicrosoft Exceljob descriptionsO*NET
Coordinate1

Oversee laboratory technicians

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Draft clear supervisory instructions for the technicians handling the cryogenic reaction series, assign…
Draft clear supervisory instructions for the technicians handling the cryogenic reaction series, assign duties for reagent prep, monitoring and sample labelling, note required PPE and emergency steps, and schedule a short training walkthrough before the first run on Monday.
The tools that do the workMicrosoft Wordjob descriptionsO*NET
The daily work16

Conduct research and experiments

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Plan and run the three-week kinetics study on the new catalyst: draft the experimental plan, order 0.1 M and…
Plan and run the three-week kinetics study on the new catalyst: draft the experimental plan, order 0.1 M and 1 M reagent stocks, schedule instrument time on the spectrometer, log safety checks, and upload raw data with initial observations by next Friday.
The tools that do the workMicrosoft ExcelMicrosoft Wordjob descriptions

Prepare and mix compounds in labs

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Prepare and mix the 0.5 L and 2 L batches of the target compound today: follow the standard operating…
Prepare and mix the 0.5 L and 2 L batches of the target compound today: follow the standard operating procedure, weigh and record reagent masses to two decimals, label sample vials with CAS IDs and hazard codes, and place completed samples in the cold store at 4°C.
The tools that do the workMicrosoft WordMicrosoft Exceljob descriptions

Collaborate with engineers and scientists

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Coordinate the cross‑disciplinary meeting with mechanical and process engineers to resolve scale‑up issues:…
Coordinate the cross‑disciplinary meeting with mechanical and process engineers to resolve scale‑up issues: circulate the draft experimental results, list three unresolved parameters, propose two pilot runs, assign action owners, and book the lab and conference room for Thursday at 10am.
The tools that do the workMicrosoft PowerPointMicrosoft Wordjob descriptions

Use computational modeling and simulation tools

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Set up and run the simulation series for the adsorption model: translate the reaction scheme into boundary…
Set up and run the simulation series for the adsorption model: translate the reaction scheme into boundary conditions, run parameter sweeps over temperature and pressure, export tables of predicted conversion versus time, and compare model output to last month’s experimental curve.
The tools that do the workC++job descriptions

Identify substances for safety and pollution control

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Screen the wastewater samples for priority pollutants: run the prescribed assay sequence, record retention…
Screen the wastewater samples for priority pollutants: run the prescribed assay sequence, record retention times and peak identities, flag any concentrations above regulatory thresholds, prepare the incident report for the environmental officer, and recommend immediate containment if needed.
The tools that do the workMicrosoft ExcelMicrosoft Wordjob descriptions

Test and analyze evidence in forensic cases

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Process the seized sample set for the burglary case: follow chain-of-custody, run solvent extraction, run…
Process the seized sample set for the burglary case: follow chain-of-custody, run solvent extraction, run full mass spectra and chromatograms, annotate peaks linked to narcotics markers, compile the methods and findings into a forensic report for the district attorney within 48 hours.
The tools that do the workMicrosoft WordMicrosoft Exceljob descriptions

Ensure compliance with safety and regulatory standards

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Update the lab safety dossier with the latest reagent risk assessments, verify ventilation and PPE logs for…
Update the lab safety dossier with the latest reagent risk assessments, verify ventilation and PPE logs for Building 3, attach the certification scans from Facilities, and submit the compliance package to Regulatory by Wednesday noon.
The tools that do the workMicrosoft WordMicrosoft Exceljob descriptions

Study the composition of matter and its properties

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Run the planned composition analysis on the new alloy batch, record spectra and chromatograms, compare peaks…
Run the planned composition analysis on the new alloy batch, record spectra and chromatograms, compare peaks with the reference library, and prepare a results summary for the PI by Friday afternoon.
The tools that do the workMicrosoft ExcelMicrosoft WordWikipedia

Describe properties in terms of quantities

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Quantify the measured properties from yesterday's runs, convert absorbance and mass readings into molar…
Quantify the measured properties from yesterday's runs, convert absorbance and mass readings into molar quantities with uncertainty estimates, update the dataset and produce a clean table of values for the paper draft.
The tools that do the workMicrosoft ExcelWikipedia

Create new artificial substances and useful processes

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Design and document the synthesis route for the polymer variant A12, list reagents, expected yields, stepwise…
Design and document the synthesis route for the polymer variant A12, list reagents, expected yields, stepwise conditions, and hazard controls, then prepare the lab protocol and risk assessment for the team to pilot next week.
The tools that do the workMicrosoft WordMicrosoft VisioWikipedia

Specialize in subdisciplines of chemistry

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Map the literature and internal data for surface coatings, identify promising compositions and process…
Map the literature and internal data for surface coatings, identify promising compositions and process windows, then assemble a development plan with milestones and resource needs for the next quarterly review.
The tools that do the workMicrosoft PowerPointMicrosoft ExcelWikipedia

Apply knowledge to develop new materials and processes

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Take the optimized lab procedure, run three validation batches, record yields and impurity profiles, update…
Take the optimized lab procedure, run three validation batches, record yields and impurity profiles, update the process control chart, and write the recommendation for scale-up to production engineering.
The tools that do the workMicrosoft ExcelMicrosoft WordWikipedia

Translate the research results into industrial production processes

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Convert our lab-scale yields and impurity profiles from the last three pilot batches into a stepwise…
Convert our lab-scale yields and impurity profiles from the last three pilot batches into a stepwise production process that lists reactor type and volume, reagent feed rates, agitation and heat profiles, quality-control sampling points, and the safety controls required for 2,000 kg weekly output so procurement can price the lines.
The tools that do the workMicrosoft VisioMicrosoft ExcelESCO

Test the environmental impact of the manufactured products

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Design and run the environmental impact test plan for the latest product lot: specify sample locations and…
Design and run the environmental impact test plan for the latest product lot: specify sample locations and matrices, analytical methods with detection limits, acceptance criteria for emissions and leachate, and a three-month monitoring schedule so compliance can be demonstrated to the regulator.
The tools that do the workMicrosoft ExcelMicrosoft WordESCO

Translate formulae into processes

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Convert the reaction mechanism and stoichiometry for compound B into a standard operating sequence that lists…
Convert the reaction mechanism and stoichiometry for compound B into a standard operating sequence that lists concentrations, temperatures, pH ranges, catalysts, residence times, expected byproducts and control limits so process engineers can write the plant SOP.
The tools that do the workMicrosoft WordMicrosoft ExcelESCOsee the evidence ↗

Apply safety procedures in laboratory

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Produce a classroom-ready laboratory safety procedure for the synthesis line: identify hazards for each step,…
Produce a classroom-ready laboratory safety procedure for the synthesis line: identify hazards for each step, required PPE, ventilation and waste segregation, emergency steps for spills and exposures, and the required competency sign-off for technicians.
The tools that do the workMicrosoft WordMicrosoft VisioESCOsee the evidence ↗

Says who?

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Activities this job lives in

The human activities behind the tasks — each with its honest AI ceiling.

The logs, files & records this job keeps

Shared with other careers — the same record means something different in each.

Related careers

Same family of work — each with its own tasks and prompts.

The LLOS Work Atlas is the world's largest evidenced task library — a map of human work, with a ready prompt behind every task. 1,774 careers · every task named by the sources that witnessed it — O*NET, ESCO, real job descriptions, Wikipedia — and the deepest tasks by several at once. And it is honest about limits: where AI cannot help, the map says so.

The rest of the map

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Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses