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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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles