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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles