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Automation Risk Analysis

Will “Hand 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%

“Hand 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%

“Hand 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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles