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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

  • 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.

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles