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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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles