Develop or conduct programs of sampling and analysis to maintain quality standards of raw materials, chemical intermediates, or products.

“Develop or conduct programs of sampling and analysis to maintain quality standards of raw materials, chemical intermediates, or products.” is a core task performed by Chemical Technicians. Among the occupation's 16 rated tasks, workers place it 8th by importance (#9 most important). About 74% of workers say it is relevant to their job.

This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.

Work activities this task rolls up to

O*NET groups concrete tasks into broader work activities shared across many occupations.

• Monitor operations to ensure compliance with regulations or standards. in Monitoring Processes, Materials, or Surroundings
• Collect samples of products or materials. in Handling and Moving Objects

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E2. Exposure with tools — software built on top of a language model (not the model alone) could cut the time by at least half.

Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.50. Automation potential label: T2.

Other tasks in this occupation

• Conduct chemical or physical laboratory tests to assist scientists in making qualitative or quantitative analyses of solids, liquids, or gaseous materials. · importance 4.5
• Maintain, clean, or sterilize laboratory instruments or equipment. · importance 4.4
• Monitor product quality to ensure compliance with standards and specifications. · importance 4.4
• Set up and conduct chemical experiments, tests, and analyses, using techniques such as chromatography, spectroscopy, physical or chemical separation techniques, or microscopy. · importance 4.3
• Prepare chemical solutions for products or processes, following standardized formulas, or create experimental formulas. · importance 4.3
• Compile and interpret results of tests and analyses. · importance 4.3
• Provide and maintain a safe work environment by participating in safety programs, committees, or teams and by conducting laboratory or plant safety audits. · importance 4.2
• Provide technical support or assistance to chemists or engineers. · importance 4.2
• Train new employees on topics such as the proper operation of laboratory equipment. · importance 3.9
• Write technical reports or prepare graphs or charts to document experimental results. · importance 3.9
• Order and inventory materials to maintain supplies. · importance 3.7
• Operate experimental pilot plants, assisting with experimental design. · importance 3.7
• Direct or monitor other workers producing chemical products. · importance 3.6
• Design or fabricate experimental apparatus to develop new products or processes. · importance 3.4

See all tasks on the Chemical Technicians page.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-task-1544,
  title  = {Develop or conduct programs of sampling and analysis to maintain quality standards of raw materials, chemical intermediates, or products.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/tasks/task-1544}
}