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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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles