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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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles