Inspectors, Testers, Sorters, Samplers, and Weighers
Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.
How AI Impacts Each Task
32 tasks analyzed
Inspect, test, or measure materials, products, installations, or work for conformance to specifications.
Measure dimensions of products to verify conformance to specifications, using measuring instruments such as rulers, calipers, gauges, or micrometers.
Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.
Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.
Mark items with details such as grade or acceptance-rejection status.
Notify supervisors or other personnel of production problems.
Discard or reject products, materials, or equipment not meeting specifications.
Grade, classify, or sort products according to sizes, weights, colors, or other specifications.
Analyze test data, making computations as necessary, to determine test results.
Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.
Collect or select samples for testing or for use as models.
Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.
Read dials or meters to verify that equipment is functioning at specified levels.
Write test or inspection reports describing results, recommendations, or needed repairs.
Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.
Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.
Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.
Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.
Recommend necessary corrective actions, based on inspection results.
Inspect or test raw materials, parts, or products to determine compliance with environmental standards.
Compute defect percentages or averages, using formulas and calculators.
Position products, components, or parts for testing.
Stack or arrange tested products for further processing, shipping, or packaging.
Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.
Adjust, clean, or repair products or processing equipment to correct defects found during inspections.
Monitor machines that automatically measure, sort, or inspect products.
Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.
Compute usable amounts of items in shipments.
Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.
Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.
Administer tests to assess whether engineers or operators are qualified to use equipment.
Inspect or test cleantech or green technology parts, products, or installations, such as fuel cells, solar panels, or air quality devices, for conformance to specifications or standards.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Inspect, test, or measure materials, products, installations, or work for conformance to specifications. | 75Estimated | 63.0% | 4% | |
| Measure dimensions of products to verify conformance to specifications, using measuring instruments such as rulers, calipers, gauges, or micrometers. | 38.05Observed | 48.2% | 3% | |
| Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required. | 92Estimated | 86.0% | 3% | |
| Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded. | 97Estimated | 88.0% | 3% | |
| Mark items with details such as grade or acceptance-rejection status. | 70Estimated | 61.0% | 2% | |
| Notify supervisors or other personnel of production problems. | 50Estimated | 35.0% | 1% | |
| Discard or reject products, materials, or equipment not meeting specifications. | 75Estimated | 63.0% | 2% | |
| Grade, classify, or sort products according to sizes, weights, colors, or other specifications. | 80Estimated | 65.0% | 3% | |
| Analyze test data, making computations as necessary, to determine test results. | 35.25Observed | 63.3% | 2% | |
| Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges. | 15Estimated | 15.0% | 2% | |
| Collect or select samples for testing or for use as models. | 50Estimated | 53.0% | 2% | |
| Remove defects, such as chips, burrs, or lap corroded or pitted surfaces. | 60Estimated | 57.0% | 2% | |
| Read dials or meters to verify that equipment is functioning at specified levels. | 97Estimated | 88.0% | 2% | |
| Write test or inspection reports describing results, recommendations, or needed repairs. | 97Estimated | 88.0% | 2% | |
| Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary. | 97Estimated | 88.0% | 2% | |
| Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances. | 40Estimated | 49.0% | 2% | |
| Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards. | 85Estimated | 67.0% | 2% | |
| Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes. | 35Estimated | 47.0% | 1% | |
| Recommend necessary corrective actions, based on inspection results. | 70Estimated | 55.0% | 2% | |
| Inspect or test raw materials, parts, or products to determine compliance with environmental standards. | 65Estimated | 59.0% | 1% | |
| Compute defect percentages or averages, using formulas and calculators. | 100Estimated | 89.2% | 1% | |
| Position products, components, or parts for testing. | 50Estimated | 53.0% | 2% | |
| Stack or arrange tested products for further processing, shipping, or packaging. | 70Estimated | 61.0% | 2% | |
| Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments. | 60Estimated | 57.0% | 2% | |
| Adjust, clean, or repair products or processing equipment to correct defects found during inspections. | 15Estimated | 15.0% | 2% | |
| Monitor machines that automatically measure, sort, or inspect products. | 75Estimated | 63.0% | 2% | |
| Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities. | 80Estimated | 65.0% | 2% | |
| Compute usable amounts of items in shipments. | 100Estimated | 89.2% | 1% | |
| Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners. | 56.88Observed | 37.8% | 1% | |
| Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments. | 15Estimated | 15.0% | 27% | |
| Administer tests to assess whether engineers or operators are qualified to use equipment. | 40Estimated | 31.0% | 22% | |
| Inspect or test cleantech or green technology parts, products, or installations, such as fuel cells, solar panels, or air quality devices, for conformance to specifications or standards. | 75Estimated | 63.0% | 1% |
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
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Score History
Risk score over 2 scoring runs
overall change
Education & Training
Percentage of workers at each education and training level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
Related News
Recent articles about AI affecting this occupation

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Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis