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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

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

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

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

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

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

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

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

  • 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.

  • 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.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles