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Automation Risk Analysis

Will “Bobbin Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bobbin Inspector” 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 Inspector” 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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

  • 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.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles