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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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles