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Automation Risk Analysis

Will “Rug Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Rug 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%

“Rug 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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles