Portfolio

Selected Projects

Quantitative research, predictive modeling, statistical analysis, and data systems. Each entry emphasizes the problem, method, and analytical output.

Flagship research · 2026

Window-Adjusted WAR (wWAR)

A destination-specific extension of projected WAR that estimates a player's marginal effect on expected championships and playoff appearances over a competitive window. The frozen framework combines player forecasting, team-state decay, structural franchise strength, correlated simulation, paired counterfactuals, and a fixed league reference.

Data system · Web analytics

League Analytics & Operations Platform

A production web platform for league standings, game results, schedules, sortable statistics, player and team pages, award tracking, playoff probabilities, power rankings, administrative data ingestion, captain availability, and graphics workflows. The project required data validation, database migrations, edge-case handling, interface iteration, and Cloudflare deployment.

SQLCloudflareData ingestionWeb developmentSports analytics
Machine learning

XGBoost Income Classification

A classification workflow on the UCI Adult dataset optimized for logistic loss. The analysis included preprocessing, train-validation separation, randomized hyperparameter search, regularization, and generalization checks; the tuned project run reached validation log loss of approximately 0.276.

PythonXGBoostscikit-learnLog loss
Applied statistics

Latent-Variable & Nonlinear Modeling

Course and research analyses covering exploratory and confirmatory factor analysis, structural equation modeling, generalized additive models, reliability analysis, modification indices, spline interpretation, and reproducible reporting in R and Python.

RCFA / SEMGAMModel diagnostics
Systems design

Voice Reception & Workflow Systems

Small-business call-handling and operations prototypes built around GoHighLevel, API integrations, structured event logic, and SMS actions. The work focused on bounded system behavior, reliable handoffs, and operational clarity.

GoHighLevelAPIsWorkflow logicSystems design