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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

  • 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.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • 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.

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles