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Automation Risk Analysis

Will “QA Technician (Quality Assurance Technician)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“QA Technician (Quality Assurance Technician)” 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 Technician (Quality Assurance Technician)” 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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • 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.

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

  • 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.

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles