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Automation Risk Analysis

Will “Finished 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%

“Finished 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%

“Finished 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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles