Projects

A collection of my work in AI, healthcare, and open source development.

Smarter drafting, fewer regrets.

A Python-based CLI assistant that helps you dominate your fantasy football draft using local AI. Combines VORP-based player rankings with real-time news analysis via Ollama to suggest optimal picks.

PythonPandasOllamaBeautifulSoup+2 more
AIFantasy FootballLLMCLIOllamaNLPPython
Role: Full Stack Developer
open source

Let's make prior auth suck less.

An open-source platform to explore and build smarter prior authorization rules. Features a provider-focused web app that showcases crowd-sourced rule definitions, an AI assistant, and a smart form builder—all optimized for transparency and automation.

Next.jsTailwindCSSFastAPIAzure OpenAI+1 more
HealthcareAILLMPrior AuthOpen SourceTransparency
Role: Full Stack Developer

GenAI Prior Authorization System

July 2024
work

AI-powered prior authorization automation

Led GenAI initiative in prior authorization, automating urgent request detection with high accuracy and adding AI clinical summarization capabilities.

PythonOpenAITransformersAzure+1 more
GenAIHealthcarePrior AuthorizationAI Governance
Role: Senior Data Scientist

Predictive modeling for healthcare outcomes

Built predictive model for medication non-adherence, published in 2023 ISPOR. Led cross-functional outreach on 1,500 Medicare members identified by the model.

PythonPySparkAzureStatistical Analysis+1 more
Predictive ModelingHealthcareISPORMedicare
Role: Data Scientist

In-House GenAI Knowledge Base

August 2023
work

Internal GenAI for company knowledge management

Spearheaded development of in-house GenAI to answer company policy questions, streamlining internal knowledgebase access and improving efficiency.

PythonOpenAITransformersNLP+1 more
GenAIKnowledge ManagementInternal Tools
Role: Data Scientist

MCHAPS Survey Analysis Automation

August 2024
work

Automated survey analysis with GenAI

Implemented GenAI automation for customer service and MCHAPS survey analysis, cutting turnaround from one week to minutes.

PythonOpenAINLPAutomation+1 more
GenAISurvey AnalysisAutomationCustomer Service
Role: Senior Data Scientist

Annual Wellness Visit Outreach Model

June 2024
work

Large-scale healthcare outreach automation

Managed annual wellness visit outreach model, coordinating delivery of messaging to 30,000+ members to improve preventive care engagement.

PythonSQLAzureProject Management+1 more
Healthcare AnalyticsOutreachPreventive CareProject Management
Role: Senior Data Scientist

Risk Driver Model

March 2021
work

Complex healthcare risk modeling

Devised risk driver model to interpret 1,000+ parameters of internal risk model, providing insights for healthcare risk assessment.

PythonStatistical AnalysisRisk ModelingHealthcare Analytics
Risk ModelingHealthcareData Analysis
Role: Associate Data Scientist

Sklearn to PySpark Pipeline Migration

August 2021
work

Legacy model modernization for cloud

Transformed legacy sklearn models to PySpark pipelines, optimizing for Microsoft Azure cloud infrastructure.

PythonPySparkAzuresklearn+1 more
PySparkAzureModel MigrationCloud Optimization
Role: Associate Data Scientist

Customer Feedback Analysis Tool

December 2018
work

Automated customer feedback analysis

Created web feedback analysis tool using topic modeling and sentiment analysis to summarize thousands of customer surveys, presented results in PowerBI dashboard.

PythonTopic ModelingSentiment AnalysisPowerBI+1 more
Topic ModelingSentiment AnalysisPowerBICustomer Analytics
Role: Healthcare Informatics Intern

Deep learning for video motion prediction

Implemented LSTM model to predict motion in video; co-authored paper published in IJCNN 2018.

PythonLSTMTensorFlowComputer Vision+1 more
LSTMComputer VisionDeep LearningResearch
Role: Undergraduate Research Assistant