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Automation Risk Analysis

Will “Quill Buncher and Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Quill Buncher and 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%

“Quill Buncher and 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

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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 usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles