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Automation Risk Analysis

Will “Mat Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Mat 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%

“Mat 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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles