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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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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  • Pin gauges
  • Hipot testers
  • Environmental chambers
  • Ammeters
  • Optical gauges
  • Mass flow leak testers
  • Thread gauges
  • Direct current DC power testers
  • Measuring microscopes
  • Resistivity meters
  • Verisurf 3Dgage
  • Color spectrometers
  • Verisurf Master3DGage
  • Resonance acceleration instruments
  • Laser thickness gauges
  • Backplane testers
  • Beta gauges
  • Moisture meters
  • Digital multimeters
  • Power meters
  • Digital voltmeters DVM
  • Strain gauges
  • Fatigue testers
  • Overhead cranes
  • Piezoelectric acceleration instruments
  • Pulse generators
  • Radiographic flaw detectors
  • Pi tapes
  • Compression testers
  • Magnetic induction acceleration instruments
  • Capacitive acceleration instruments
  • Resistance meters
  • Ductility testers
  • Return loss calibrator RLC passive component testers
  • Viscometers
  • Accelerometers
  • Logic test systems
  • In-circuit testers
  • Forklifts
  • Holographic interferometers
  • Metallurgical microscopes
  • Calipers
  • Laser shearography flaw detectors
  • Eddy current probes
  • Verisurf CMM Master
  • Frequency counters
  • Eddy current flaw detectors
  • Utrasonic flaw detectors
  • Optical comparators
  • Signal generators
  • Shear testers
  • Vibration and shaker systems
  • Height gauges
  • Impact hammers
  • Tensile testers
  • Digital resistance meters
  • Function generators
  • Hydraulic pumps
  • Impact toughness testers
  • Continuity testers
  • Penetrant flaw detectors
  • Hydraulic lifts
  • Hardness testers
  • Depth gauges
  • Bubble leak testers
  • Null-balance acceleration instruments
  • Manufacturing defect analyzers MDA
  • Digital resistance thermometers
  • Personal computers
  • Plug gauges
  • Frequency meters
  • Sampling oscilloscopes
  • Multimeters
  • Industrial bench scales
  • Sorting machines
  • Bit error rate testers BERT
  • Micrometers
  • Coordinate measuring machines CMM
  • Creep and stress relaxation testers
  • Shock testers
  • Magnetic particle flaw detectors
  • Gloss meters
  • Printed circuit board PCB testers
  • Force transducers
  • Plotters
  • Linear or mixed signal equipment
  • Calorimetric leak testers
  • Conductivity meters

Alternative Job Titles