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Automation Risk Analysis

Will “Ballpoint Pen Cartridge Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Ballpoint Pen Cartridge Tester” 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%

“Ballpoint Pen Cartridge Tester” 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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles