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Automation Risk Analysis

Will “Quality Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Quality Inspector” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Quality Inspector” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: 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.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Compute defect percentages or averages, using formulas and calculators.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

  • Cognex Vision AI
  • Verisurf Metrology
  • Microsoft Access
  • Nova (Amazon)
  • Atlassian JIRA
  • Siemens Industrial AI
  • Computer-aided inspection software
  • Kimi (Moonshot AI)
  • Mastercam Design
  • Cybermetrics GAGETrak
  • Autodesk AutoCAD
  • Microsoft Word
  • R
  • Rockwell Automation AI
  • Computer assisted design software
  • Grok (xAI)
  • Microsoft Office software
  • Dassault Systemes SolidWorks
  • Claude (Anthropic)
  • Apache Hive
  • SAP software
  • Mastercam computer-aided design and manufacturing software
  • Gemini (Google)
  • Selenium
  • ChatGPT (OpenAI)
  • The MathWorks MATLAB
  • Coordinate measuring machine software
  • Data entry software
  • DeepSeek
  • FileMaker Pro
  • Wilcox Associates PC-DMIS Inspection Planner
  • Database software
  • Medical condition coding software
  • IBM Notes
  • Design of experiments DOE software
  • Microsoft Excel
  • Statistical process control SPC data collection devices
  • Minitab
  • Microsoft Visio
  • Apache Pig
  • Extensible markup language XML
  • Data analysis software
  • Microsoft PowerPoint
  • ABB AI Robotics
  • Skype
  • Qwen (Alibaba)
  • Inspection marking systems
  • Mistral (Mistral AI)
  • Sight Machine AI
  • IBM Lotus Notes
  • Llama (Meta)
  • Microsoft SharePoint
  • Tolerance analysis software
  • Structured query language SQL
  • Dassault Systemes CATIA
  • Microsoft Outlook
  • Label inspection systems
  • Verisurf 3Dgage
  • Power meters
  • Optical gauges
  • Strain gauges
  • Pulse generators
  • Micrometers
  • Frequency meters
  • Verisurf Master3DGage
  • Digital multimeters
  • Logic test systems
  • Resonance acceleration instruments
  • Ammeters
  • Force transducers
  • Gloss meters
  • Multimeters
  • Eddy current flaw detectors
  • Pin gauges
  • Linear or mixed signal equipment
  • Null-balance acceleration instruments
  • Piezoelectric acceleration instruments
  • Bubble leak testers
  • Metallurgical microscopes
  • Verisurf CMM Master
  • Viscometers
  • Hydraulic pumps
  • Overhead cranes
  • Calorimetric leak testers
  • Hipot testers
  • Coordinate measuring machines CMM
  • Height gauges
  • Environmental chambers
  • Vibration and shaker systems
  • Return loss calibrator RLC passive component testers
  • Forklifts
  • Eddy current probes
  • Frequency counters
  • Direct current DC power testers
  • Moisture meters
  • Sampling oscilloscopes
  • Accelerometers
  • Utrasonic flaw detectors
  • Measuring microscopes
  • Resistivity meters
  • Ductility testers
  • Impact hammers
  • Continuity testers
  • Optical comparators
  • Digital resistance meters
  • Printed circuit board PCB testers
  • Resistance meters
  • Shear testers
  • Conductivity meters
  • Digital voltmeters DVM
  • Penetrant flaw detectors
  • Digital resistance thermometers
  • Pi tapes
  • Hydraulic lifts
  • Compression testers
  • Sorting machines
  • In-circuit testers
  • Magnetic induction acceleration instruments
  • Hardness testers
  • Thread gauges
  • Tensile testers
  • Magnetic particle flaw detectors
  • Color spectrometers
  • Industrial bench scales
  • Bit error rate testers BERT
  • Personal computers
  • Fatigue testers
  • Radiographic flaw detectors
  • Function generators
  • Depth gauges
  • Creep and stress relaxation testers
  • Impact toughness testers
  • Laser thickness gauges
  • Shock testers
  • Plug gauges
  • Signal generators
  • Manufacturing defect analyzers MDA
  • Capacitive acceleration instruments
  • Calipers
  • Beta gauges
  • Laser shearography flaw detectors
  • Plotters
  • Holographic interferometers
  • Backplane testers
  • Mass flow leak testers

Alternative Job Titles