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Automation Risk Analysis

Will “Quality Technician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Quality 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%

“Quality 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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

  • 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.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • 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.

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles