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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles