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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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles