Projects

Predicting Vulnerability Exploitation - A Machine Learning Approach

This R Quarto project predicts CVE exploitation using Machine Learning. Integrates NVD, EPSS, and CISA KEV data to forecast active threats. Features Random Forest modeling, SMOTE balancing, and executive risk visualization to enable proactive vulnerability prioritization.

Jan 27, 2026

Coding the Tail - Implementing Block Bootstrap & Extreme Value Theory in R

Quarto

Extreme Value Theory

Monte-Carlo Simulation

A technical framework and narrative summary project for implementing Block Bootstrap and EVT in R. It provides a practical demonstration of how to quantify tail risk in high-volatility assets (specifically Bitcoin) using advanced statistical methods that outperform standard Gaussian models.

Jan 15, 2026

Modeling Defender’s Dilemma

Shiny

Markov Chain

Monte-Carlo Simulation

An interactive R Shiny app modeling the Defender’s Dilemma via Markov Chains & Monte Carlo simulations. Visualizes the stochastic nature of resource depletion (SOC fatigue, budget) vs. infinite attacks, calculating a specific “Probability of Ruin” to guide risk management.

Jan 5, 2026

Modeling Gamblers’ Ruin

Shiny

Markov Chain

Monte-Carlo Simulation

An Interactive R Shiny app simulating Gambler’s Ruin via Monte Carlo methods. Visualizes Markov Chain dynamics to demonstrate how finite resources face inevitable ruin against infinite odds. Features dynamic inputs for capital & win rates to illustrate risk in trading & cybersecurity.

Dec 18, 2025

Credit Default Risk Scorecard

Quarto

Machine Learning

Credit Risk

Credit risk scorecard built using R, Quarto, & tidymodels. Integrates tuned ML and Monte Carlo sims for 5-tier risk classification. Features interactive dashboards and expected loss analysis to drive risk-based recommendations and capital requirement estimates.

Dec 1, 2025

Cybersecurity Landscape Threats

Quarto

Cybersecurity

Plotly

The Evolving Cyber Threat Landscape, provides a comprehensive, data-driven analysis of global cybersecurity trends from 2015 through 2024. The study aggregates data from over 3,000 documented incidents to visualize the escalating scale and sophistication of digital threats.

Nov 15, 2025

Bitcoin Halving Visualization

Python

Bitcoin

Data Visualization

Bitcoin’s 21 million coin cap is maintained through an elegant mathematical design that combines block rewards and halving. This visualization shows how the supply approaches its maximum through programmatic halving every 210,000 blocks (approximately 4 years).

Oct 15, 2025