What it pays
Government survey numbers — not estimates, not ads.
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.
Analyze chemical substances
+Run a comparative analysis of last month’s NMR, IR and mass data for the acrylic sample batch versus the…
Analyze chemical substances
+Conduct quality control tests.
+Compile this week’s QC run results for incoming reagent batches, flag any failures against spec, recommend…
Conduct quality control tests.
+Develop new products and compounds
+Propose five novel small inorganic motifs for ionic conductivity improvement, include hypothesised…
Develop new products and compounds
+Oversee laboratory technicians
+Draft clear supervisory instructions for the technicians handling the cryogenic reaction series, assign…
Oversee laboratory technicians
+Conduct research and experiments
+Plan and run the three-week kinetics study on the new catalyst: draft the experimental plan, order 0.1 M and…
Conduct research and experiments
+Prepare and mix compounds in labs
+Prepare and mix the 0.5 L and 2 L batches of the target compound today: follow the standard operating…
Prepare and mix compounds in labs
+Collaborate with engineers and scientists
+Coordinate the cross‑disciplinary meeting with mechanical and process engineers to resolve scale‑up issues:…
Collaborate with engineers and scientists
+Use computational modeling and simulation tools
+Set up and run the simulation series for the adsorption model: translate the reaction scheme into boundary…
Use computational modeling and simulation tools
+Identify substances for safety and pollution control
+Screen the wastewater samples for priority pollutants: run the prescribed assay sequence, record retention…
Identify substances for safety and pollution control
+Test and analyze evidence in forensic cases
+Process the seized sample set for the burglary case: follow chain-of-custody, run solvent extraction, run…
Test and analyze evidence in forensic cases
+Ensure compliance with safety and regulatory standards
+Update the lab safety dossier with the latest reagent risk assessments, verify ventilation and PPE logs for…
Ensure compliance with safety and regulatory standards
+Study the composition of matter and its properties
+Run the planned composition analysis on the new alloy batch, record spectra and chromatograms, compare peaks…
Study the composition of matter and its properties
+Describe properties in terms of quantities
+Quantify the measured properties from yesterday's runs, convert absorbance and mass readings into molar…
Describe properties in terms of quantities
+Create new artificial substances and useful processes
+Design and document the synthesis route for the polymer variant A12, list reagents, expected yields, stepwise…
Create new artificial substances and useful processes
+Specialize in subdisciplines of chemistry
+Map the literature and internal data for surface coatings, identify promising compositions and process…
Specialize in subdisciplines of chemistry
+Apply knowledge to develop new materials and processes
+Take the optimized lab procedure, run three validation batches, record yields and impurity profiles, update…
Apply knowledge to develop new materials and processes
+Translate the research results into industrial production processes
+Convert our lab-scale yields and impurity profiles from the last three pilot batches into a stepwise…
Translate the research results into industrial production processes
+Test the environmental impact of the manufactured products
+Design and run the environmental impact test plan for the latest product lot: specify sample locations and…
Test the environmental impact of the manufactured products
+Translate formulae into processes
+Convert the reaction mechanism and stoichiometry for compound B into a standard operating sequence that lists…
Translate formulae into processes
+Apply safety procedures in laboratory
+Produce a classroom-ready laboratory safety procedure for the synthesis line: identify hazards for each step,…
Apply safety procedures in laboratory
+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 rest of the map
Same library, five ways in.
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses