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Automation Risk Analysis

Will “Fountain Pen Nibs Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fountain Pen Nibs 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%

“Fountain Pen Nibs 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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles