Decision Intelligence
Frame problems, define metrics, and design systems that support real actions.
Senior data scientist - applied AI, ML, and decision intelligence
Designing AI systems that help teams make better decisions.
I work across problem framing, data strategy, modeling, evaluation, and operating constraints to turn ambiguous business questions into decision-grade systems.
Capabilities
From ambiguous problem to reliable operating workflow.
Modeling Across Signals
Use structured data, text, time-based signals, and embeddings for prediction and retrieval.
Evaluation and Causality
Build confidence through calibration, error analysis, experiments, and measurement design.
Production Judgment
Anticipate monitoring, interpretability, failure modes, and stakeholder adoption.
Application Areas
Focused proof, broad applicability.
Risk, operations, and regulated analytics
Healthcare Decision Support
Decision systems for provider risk, operational escalation, claims signals, utilization, and stakeholder-facing healthcare analytics.
Signals, alerts, and market-aware workflows
Finance and Macro Intelligence
Lightweight data products that turn time-sensitive financial events into usable alerts, research context, and decision support.
Prioritization systems for messy business workflows
Operations and Risk Prediction
Models and analytics workflows that help teams decide what to review, escalate, investigate, or act on next.
Grounded assistants and practical LLM workflows
GenAI and Retrieval Systems
Retrieval-augmented systems and LLM prototypes designed around grounding, evaluation, compute constraints, and practical usefulness.
Selected Work
Projects that show the decision-system pattern.
Healthcare Decision Support
Provider Escalation Prediction
Survival and ML-based risk modeling to predict provider escalations before they become operationally expensive.
GenAI and Retrieval Systems
Medicare Chat Assistant
Local LLM and retrieval pipeline for answering Medicare questions with grounded source material.
Finance and Macro Intelligence
Macro Release Alerting Platform
Automated calendar extraction and alerting pipeline for market-moving macro or earnings events.
Low-friction next step
Have a role, project, or decision problem worth discussing?
Email is the best first step. No scheduling flow, no form, no friction.