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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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles