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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.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

Technologies & Software

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

Alternative Job Titles