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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles