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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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • 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.

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles