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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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

Technologies & Software

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

Alternative Job Titles