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Automation Risk Analysis

Will “Bobbin Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bobbin Sorter” 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%

“Bobbin Sorter” 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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles