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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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles