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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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles