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Automation Risk Analysis

Will “Cloth Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cloth 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%

“Cloth 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

  • 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.

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles