🔹 Predictive Analytics & AI Systems Architect | Enterprise Risk & Optimization

I build end-to-end predictive analytics systems that convert complex data into operational decision frameworks.

With 10+ years leading DoD sustainment and modernization programs, I now focus on designing production-ready machine learning platforms aligned to revenue protection, risk modeling, and operational optimization.

I specialize in bridging:

🔹 Predictive modeling

🔹 Enterprise architecture

🔹 Regulatory-aware environments

🔹 Executive decision support

Two of my Selected Systems:

🔹 Mortgage Risk & Retention Analytics Platform

Enterprise-style predictive analytics system for mortgage risk modeling and operational optimization.

Includes:

SQL data layer + feature engineering

Machine learning pipeline (classification)

REST API scoring service

Interactive dashboard

Executive-ready PDF reporting

Optimization layer linking risk scores to staffing & SLA decisions

Demonstrates full lifecycle design from data ingestion to executive reporting.

🔹 Insight AI App

API-driven analytics application focused on transforming structured data into interactive, decision-ready outputs.

🔹 Architecture Philosophy

I enjoy designing analytics platforms with:

Structured data modeling Evaluated & explainable ML API-based deployment Executive-facing visualization Governance & decision alignment

🔹 Technical Stack

Python | SQL scikit-learn | XGBoost | SHAP FastAPI | SQLAlchemy Streamlit Docker (conceptual deployment)

🔹 Focus Areas

Predictive risk modeling Revenue & portfolio analytics Operational optimization Financial services & regulated environments Enterprise AI modernization