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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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles