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Automation Risk Analysis

Will “Quality Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Quality Specialist” 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 Specialist” 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.

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

  • 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.

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

  • 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.

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles