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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles