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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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles