Test chemical or physical characteristics of materials or products with AI?

Water and Wastewater Treatment Plant and System Operators spend the most time on it, about 1h 11m a shift. Of the 16 jobs that do it, 2 have AI or robot evidence.

Home / Tasks / Test chemical or physical characteristics of materials or products

In 2 of the 16 jobs that do this, AI or robots already show up on it, most often as robots doing it. In the other 14, there's no evidence yet. Jobs spend a median of 18m of an 8-hour shift on it, and about 1.8 million U.S. workers hold these jobs.

14No evidence yet
2Robots

Every job that does this

Each job words the task its own way. Minutes are that job's estimate for a typical shift; the label is the evidence for that job's version.

Job and its version of the taskPer shiftEvidence
Water and Wastewater Treatment Plant and System OperatorsCollect and test water and sewage samples, using test equipment and color analysis standards.1h 11mNo evidence yet
Chemical Plant and System OperatorsDraw samples of products and conduct quality control tests to monitor processing and to ensure that standards are met.33mNo evidence yet
Gas Plant OperatorsTest gas, chemicals, and air during processing to assess factors such as purity and moisture content, and to detect quality problems or gas or chemical leaks.23mNo evidence yet
Crushing, Grinding, and Polishing Machine Setters, Operators, and TendersExamine materials, ingredients, or products, visually or with hands, to ensure conformance to established standards.23mNo evidence yet
Furnace, Kiln, Oven, Drier, and Kettle Operators and TendersExamine or test samples of processed substances, or collect samples for laboratory testing, to ensure conformance to specifications.23mNo evidence yet
Stationary Engineers and Boiler OperatorsTest boiler water quality or arrange for testing and take necessary corrective action, such as adding chemicals to prevent corrosion and harmful deposits.18mRobots
Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and TendersTest samples to determine viscosity, acidity, specific gravity, or degree of concentration, using test equipment such as viscometers, pH meters, or hydrometers.18mNo evidence yet
Cooling and Freezing Equipment Operators and TendersSample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers.18mNo evidence yet
Chemical Equipment Operators and TendersTest product samples for specific gravity, chemical characteristics, pH levels, concentrations, or viscosities, or send them to laboratories for testing.17mNo evidence yet
Textile Bleaching and Dyeing Machine Operators and TendersTest solutions used to process textile goods to detect variations from standards.12mNo evidence yet
Cleaning, Washing, and Metal Pickling Equipment Operators and TendersDraw samples for laboratory analysis, or test solutions for conformance to specifications, such as acidity or specific gravity.12mRobots
Petroleum Pump System Operators, Refinery Operators, and GaugersPerform tests to check the qualities and grades of products, such as assessing levels of bottom sediment, water, and foreign materials in oil samples, using centrifugal testers.11mNo evidence yet
Laundry and Dry-Cleaning WorkersIdentify articles' fabrics and original dyes by sight and touch, or by testing samples with fire or chemical reagents.7mNo evidence yet
Environmental Compliance InspectorsPerform laboratory tests on samples collected, such as analyzing the content of contaminated wastewater.6mNo evidence yet
Inspectors, Testers, Sorters, Samplers, and WeighersInspect or test raw materials, parts, or products to determine compliance with environmental standards.6mNo evidence yet
Mixing and Blending Machine Setters, Operators, and TendersTest samples of materials or products to ensure compliance with specifications, using test equipment.6mNo evidence yet

How to read this

This task type comes from O*NET's detailed work activities, which link similar tasks across jobs. A label applies to one job's version of the task: AI use comes from real AI conversations (Anthropic Economic Index) and robot evidence from deployments in real workplaces. "No evidence yet" may just mean the task is rare in the data. How we keep time.

See all 250 shared tasks, or find any job on the big clock.