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Automation Risk Analysis

Will “Quality Assurance Specialist (QA Specialist)” 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 Specialist (QA Specialist)” 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 Specialist (QA Specialist)” 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 or test raw materials, parts, or products to determine compliance with environmental standards.

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles