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Automation Risk Analysis

Will “Cloth Shrinking Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cloth Shrinking 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%

“Cloth Shrinking 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.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles