John

Profile Image on cyberpunk theme

Security Analytics & Detection Engineering

Leveraging over a decade of cybersecurity experience with a modern data science skill set to build intelligent, secure systems.

Security Analytics Projects

Attack Triage Classifier

Two-stage classification ensemble from “attack?” to “which kind?”

View Project →

EigenFlow Profiler

Using facial recognition approach to identifying attack types in NetFlow data.

View Project →

Organic Detection AI

[Under development]

View Project →

Interactive 3D Plots

These 3D visualizations supported my analysis in a modeling challenge where contestants predicted both the mean and variance of random variables. The differences in surface smoothness led me to apply separate models to each.

Mean Surface

Variance Surface

Experience

Manager ⇾ Sr. Manager ⇾ Director

Cloud Platform Service Provider • Oct 2017 – June 2023

  • Recruited, hired, and mentored 3 teams of security engineers & intelligence analysts.
  • Created CI/CD pipeline of detections using statistical learning and traditional pattern matching techniques.
  • Collaborated across departments to implement secure design reviews.
  • Developed internal Intelligence products based off stakeholder input.
  • Prototyped and drove implementation of new detections during major security incidents.
  • Developed individual and team goals aligning with executive leadership vision

Lead Security Incident Response Engineer

Cloud Platform Service Provider • July 2015 – Oct 2017

  • Developed and monitored security dashboards and alerts using SIEM tools.
  • Conducted forensic analysis and incident response exercises.
  • Automated compliance checks and reporting workflows.
  • Led incident bridge calls for major incidents.

Security Operations Center Analyst

Several Large Enterprises • July 2010 – July 2015

  • Monitored threats and evaluated SIEM alerts.
  • Automated repetitive tasks through Python scripting.
  • Mentored entry-level analysts on best practices.

Skills

Programming

  • Python
  • SQL
  • Bash / Command Line

Libraries / Frameworks

  • pandas, NumPy
  • scikit-learn
  • matplotlib, seaborn, Plotly

Education

Online Master of Science in Analytics

Georgia Institute of Technology • 2026

Focused on machine learning computations, statistics, and with applications in real-world business problems.

B.S. in Kinesiology

San Jose State University • 2008

Emphasis in human performance and movement science. Led to an early career interest in physical therapy through applied exercise science.

Contact

I'm always open to connecting! Feel free to reach out via email or LinkedIn.