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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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles