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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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles