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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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles