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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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles