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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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles