Will AI Replace Inspectors, Testers, Sorters, Samplers, and Weighers?

Discard or reject products, materials, or equipment not meeting specifications.

Semi-structured task combining routine and non-routine responsibilities.

Mark items with details, such as grade or acceptance-rejection status.

Semi-structured task combining routine and non-routine responsibilities.

Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

Semi-structured task combining routine and non-routine responsibilities.

Notify supervisors or other personnel of production problems.

Semi-structured task combining routine and non-routine responsibilities.

Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

Semi-structured cognitive task involving analysis, inspection, or monitoring.

Write test or inspection reports describing results, recommendations, or needed repairs.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

Recommend necessary corrective actions, based on inspection results.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

Read dials or meters to verify that equipment is functioning at specified levels.

Semi-structured task combining routine and non-routine responsibilities.

Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

Semi-structured task combining routine and non-routine responsibilities.

Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

Semi-structured cognitive task involving analysis, inspection, or monitoring.

Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

Semi-structured cognitive task involving analysis, inspection, or monitoring.

Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

Routine cognitive or manual task with high vulnerability to automation.

Position products, components, or parts for testing.

Semi-structured task combining routine and non-routine responsibilities.

Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

Semi-structured task combining routine and non-routine responsibilities.

Collect or select samples for testing or for use as models.

Semi-structured task combining routine and non-routine responsibilities.

Stack or arrange tested products for further processing, shipping, or packaging.

Routine cognitive or manual task with high vulnerability to automation.

Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

Semi-structured task combining routine and non-routine responsibilities.

Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

Semi-structured cognitive task involving analysis, inspection, or monitoring.

Analyze test data, making computations as necessary, to determine test results.

Semi-structured cognitive task involving analysis, inspection, or monitoring.

Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

Semi-structured task combining routine and non-routine responsibilities.

Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

Semi-structured task combining routine and non-routine responsibilities.

Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

Semi-structured task combining routine and non-routine responsibilities.

Administer tests to assess whether engineers or operators are qualified to use equipment.

Semi-structured cognitive task involving analysis, inspection, or monitoring.

Monitor machines that automatically measure, sort, or inspect products.

Semi-structured cognitive task involving analysis, inspection, or monitoring.

Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

Complex problem-solving, strategic leadership, or high-empathy task requiring human judgment.

Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

Semi-structured cognitive task involving analysis, inspection, or monitoring.

Compute usable amounts of items in shipments.

Semi-structured task combining routine and non-routine responsibilities.

Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

Semi-structured task combining routine and non-routine responsibilities.

Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

Semi-structured task combining routine and non-routine responsibilities.

Compute defect percentages or averages, using formulas and calculators.

Semi-structured task combining routine and non-routine responsibilities.

Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

Routine cognitive or manual task with high vulnerability to automation.