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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles