Takeover Tracker
32%medium risk

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.

Higher risk than 50% of occupations
Checking for existing plan...

How AI Impacts Each Task

32 tasks analyzed

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

Risk: 63.0%AI: 75EstimatedTime: 4%

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

Risk: 48.2%AI: 38.05ObservedTime: 3%

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

Risk: 86.0%AI: 92EstimatedTime: 3%

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

Risk: 88.0%AI: 97EstimatedTime: 3%

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

Risk: 61.0%AI: 70EstimatedTime: 2%

Notify supervisors or other personnel of production problems.

Risk: 35.0%AI: 50EstimatedTime: 1%

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

Risk: 63.0%AI: 75EstimatedTime: 2%

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

Risk: 65.0%AI: 80EstimatedTime: 3%

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

Risk: 63.3%AI: 35.25ObservedTime: 2%

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

Risk: 15.0%AI: 15EstimatedTime: 2%

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

Risk: 53.0%AI: 50EstimatedTime: 2%

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

Risk: 57.0%AI: 60EstimatedTime: 2%

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

Risk: 88.0%AI: 97EstimatedTime: 2%

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

Risk: 88.0%AI: 97EstimatedTime: 2%

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

Risk: 88.0%AI: 97EstimatedTime: 2%

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

Risk: 49.0%AI: 40EstimatedTime: 2%

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

Risk: 67.0%AI: 85EstimatedTime: 2%

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

Risk: 47.0%AI: 35EstimatedTime: 1%

Recommend necessary corrective actions, based on inspection results.

Risk: 55.0%AI: 70EstimatedTime: 2%

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

Risk: 59.0%AI: 65EstimatedTime: 1%

Compute defect percentages or averages, using formulas and calculators.

Risk: 89.2%AI: 100EstimatedTime: 1%

Position products, components, or parts for testing.

Risk: 53.0%AI: 50EstimatedTime: 2%

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

Risk: 61.0%AI: 70EstimatedTime: 2%

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

Risk: 57.0%AI: 60EstimatedTime: 2%

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

Risk: 15.0%AI: 15EstimatedTime: 2%

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

Risk: 63.0%AI: 75EstimatedTime: 2%

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

Risk: 65.0%AI: 80EstimatedTime: 2%

Compute usable amounts of items in shipments.

Risk: 89.2%AI: 100EstimatedTime: 1%

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

Risk: 37.8%AI: 56.88ObservedTime: 1%

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

Risk: 15.0%AI: 15EstimatedTime: 27%

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

Risk: 31.0%AI: 40EstimatedTime: 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.

Risk: 63.0%AI: 75EstimatedTime: 1%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

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/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Inspectors, Testers, Sorters, Samplers, and Weighers skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.8pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-4.9pt risk+$2K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.7pt risk+$3K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

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Score History

Risk score over 2 scoring runs

-4.9

overall change

Education & Training

Percentage of workers at each education and training level

Prior Experience Needed

Work experience required to enter this job

None20%
Up to 1 month7%
1-3 months3%
3-6 months8%
6 months - 1 year15%
1-2 years16%
2-4 years17%
4-6 years7%
6-8 years2%
8-10 years1%
Over 10 years3%

Training Provided After Hiring

How long it typically takes to learn on the job

None3%
Up to 1 month12%
1-3 months29%
3-6 months16%
6 months - 1 year23%
1-2 years11%
2-4 years5%
4-6 years1%

Related News

Recent articles about AI affecting this occupation

5 articles

Albertsons deploys AI produce inspectors, automating grocery quality control

The grocery giant's new proprietary system automates quality control, speeding up inspections. This shift signals a direct reduction in manual sorting tasks for warehouse and store-level produce workers.

Grocery Dive17h ago

AI and robotics convergence eliminates manual control jobs in manufacturing

The era of manual oversight in factories is ending as interconnected sensors and autonomous robots take over production schedules and maintenance. Predictive algorithms are replacing the human workers who traditionally monitored assembly lines and inventory.

Menafn3d ago

Claude AI's Integration with Blender Sparks Divide Among Digital Artists

A controversial new partnership integrating Anthropic's Claude AI with 3D modeling software Blender is dividing the creative community. Digital artists are debating whether the automation tool will enhance their workflows or threaten 3D design jobs.

Creative BloqApr 29

Robots Testing Robots Hints at Fully Automated QA Roles

Developers are successfully using AI-driven robots to test and validate other robots, creating a closed-loop automation system. This milestone demonstrates how quality assurance and testing roles could soon be entirely removed from human hands.

r/singularityApr 29

AI Vision Automation Reshapes Manufacturing Quality Control Roles

Startups are tackling manufacturing bottlenecks by integrating AI vision systems into broader factory workflows. This shift threatens traditional quality assurance roles while creating demand for systems integrators.

Breaking the BottleneckApr 17

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