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Automation Risk Analysis

Will “Quality Assurance Clerk (QA Clerk)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Quality Assurance Clerk (QA Clerk)” 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 Assurance Clerk (QA Clerk)” 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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles