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Automation Risk Analysis

Will “Cloth Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cloth 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%

“Cloth 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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles