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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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles