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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

  • 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.

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles