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Automation Risk Analysis

Will “Cloth Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cloth Grader” 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 Grader” 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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles