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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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles