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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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

  • 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.

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles