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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

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles