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Automation Risk Analysis

Will “Cloth Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cloth Examiner” 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 Examiner” 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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles