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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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles