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Automation Risk Analysis

Will “Matrix Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Matrix Inspector” 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%

“Matrix Inspector” 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.

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles