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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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles