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Automation Risk Analysis

Will “Machine Cloth Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Machine Cloth Examiner” 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%

“Machine Cloth Examiner” 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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles