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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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles