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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.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles