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Automation Risk Analysis

Will “Yarn Color Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Yarn Color Checker” 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%

“Yarn Color Checker” 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.

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles