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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

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

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

  • 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.

  • 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.

  • 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.

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles