I apply data analytics and AI with judgment - so efficiency, decisions, and growth actually improve.
I work at the edge where data, AI, and judgment meet. My focus is not novelty, but leverage: where analytics and automation meaningfully change outcomes, and where restraint matters just as much as capability.
What I’m Focused On Now
Applying GenAI and agentic workflows to real operational constraints.
Evaluating where automation creates clarity - and where it creates debt.
Translating complex analytics into decisions executives can actually use.
Tracking how AI capabilities are evolving, and what that means in practice.
How I Work
Judgment is the bottleneck, not tooling
AI is leverage, not replacement
Speed without clarity increases risk
Human-in-the-loop is often a feature, not a flaw
Systems matter more than single models
I optimize for durability over demos
Topics I Actively Track
Agentic workflows and orchestration
Generative AI in real operating environments
Automation trade-offs and hidden costs
Evaluation, monitoring, and model drift
The evolving role of human judgment in AI systems

Selected Work & Experience
Senior Data Analyst — Vizient (Healthcare)
I develop predictive models and analytical systems that support decision-making across hospital networks nationwide. My work focuses on improving operational efficiency, clarifying complex data for executive stakeholders, and supporting better patient outcomes.
Applied Machine Learning & Model Improvement
In advanced ML projects, I improved model accuracy by 23% through careful feature evaluation and parameter tuning - an example of how incremental judgment often outperforms brute-force complexity.
Data → Decision Translation
A recurring theme in my work is turning technically correct analysis into something decision-makers can trust, understand, and act on.