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Automation Risk Analysis

Will “Quality Cloth Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Quality Cloth Tester” 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%

“Quality Cloth Tester” 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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles