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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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles