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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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles