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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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

  • 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.

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles