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Automation Risk Analysis

Will “Quality Assurance Tester (QA Tester)” 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 Tester (QA Tester)” 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 Tester (QA Tester)” 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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

  • 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.

  • 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.

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles