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Automation Risk Analysis

Will “Carpet Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Carpet 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%

“Carpet 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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles