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Automation Risk Analysis

Will “Quality Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Quality Checker” 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 Checker” 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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles