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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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles