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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 usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles