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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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles