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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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles