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Automation Risk Analysis

Will “Cloth Measurer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cloth Measurer” 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 Measurer” 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles