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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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles