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Automation Risk Analysis

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

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“QA Associate (Quality Assurance Associate)” 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%

“QA Associate (Quality Assurance Associate)” 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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles