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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.

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles