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olneyjR/README.md

Jeffrey Olney

Analytics Engineer | Healthcare Analytics | Full-Stack Data

Website LinkedIn GitHub Email


About Me

I architect data pipelines and the analytics layer on top of them — the end-to-end work that's increasingly recognized as analytics engineering, sitting at the gap between roles that have traditionally been separate. 10+ years across healthcare and public health, from extraction to insight delivery.

Tech Stack

Python TypeScript R SQL Docker Postgres Airflow React Pandas Plotly


Featured Projects

Real-Time Data Pipelines

Live flight tracking platform with OAuth2 authentication, custom ETL pipeline, and interactive dashboards tracking 5,000+ aircraft in real-time.

Tech: Python • Dash • Plotly • Pandas • OAuth2 • Gunicorn • Render

View Demo View Code


Urban mobility intelligence platform with Protocol Buffer binary data handling, event-driven architecture, and geospatial analysis using DuckDB.

Tech: Python • DuckDB • Protocol Buffers • GTFS • Event-Driven Architecture

View Demo View Docs View Code


Production data engineering pipeline with Airflow orchestration, Docker containerization, and Parquet optimization for drug safety monitoring.

Tech: Python • Airflow • Docker • Postgres • Parquet • Streamlit

View Dashboard Pipeline Code API Code


AI/ML Applications

Marathon training assistant using Retrieval-Augmented Generation with LangChain, ChromaDB vector search, and semantic embeddings.

Tech: Python • LangChain • ChromaDB • RAG • Vector Database • Streamlit

View Demo View Code


AI-powered healthcare information retrieval system with Groq/Llama integration, vector search, and safety guardrails.

Tech: Python • Groq • Llama • ChromaDB • RAG • Healthcare AI

View Demo View Code


Privacy-first AI symptom analysis application with Groq/Llama3-70B integration, built with TypeScript and React.

Tech: TypeScript • React • Groq • Llama3-70B • LocalStorage • Vercel

View Demo View Code


Healthcare Analytics

Machine learning analysis of U.S. state health outcomes using Random Forest, PCA, and K-means clustering on 2025 data.

Tech: Python • Scikit-learn • Random Forest • PCA • K-means • R Shiny • Streamlit

Streamlit App Shiny App View Code


Causal inference analysis proving poverty causes diabetes using CDC Health Rankings data and statistical modeling.

Tech: Python • Causal Inference • Statistical Modeling • Public Health Data

View Demo View Code


Statistical modeling of U.S. health outcome disparities using 2025 Health Foundation data.

Tech: Python • Pandas • Statistical Analysis • Public Health Analytics

View Demo View Code


Core Competencies

Analytics Engineering: End-to-End Pipeline Design • Insight Delivery • Self-Service Analytics • EHR Data Integration

Data Engineering: ETL Pipeline Design • Real-Time Data Processing • Event-Driven Architecture • Data Quality Frameworks

ML & AI: Statistical Modeling • Machine Learning • Causal Inference • Predictive Analytics • RAG Systems

Technologies: Python • R • SQL • TypeScript • Docker • Airflow • Postgres • DuckDB • LangChain • ChromaDB

Domains: Healthcare Analytics • Public Health • Geospatial Analysis • Real-Time Monitoring


Let's Connect

LinkedIn Email

Open to: Analytics Engineering • Data Engineering • Healthcare Analytics • Remote Opportunities

Popular repositories Loading

  1. health-rankings-ml health-rankings-ml Public

    Machine learning analysis of U.S. state health outcomes.

    Python 1

  2. symptom-tracker symptom-tracker Public

    AI-powered symptom tracker with privacy-first design.

    TypeScript 1

  3. health-disparity-analysis health-disparity-analysis Public

    US health outcome disparities analysis (2025 Health Foundation data) - Python, Pandas, statistical modeling

    Python

  4. mediquality-analytics mediquality-analytics Public

    FDA Drug Safety Dashboard - Data Engineering Pipeline

    Python

  5. fda-drug-safety-dashboard fda-drug-safety-dashboard Public

    FDA drug safety dashboard - Supplemental API to support Data Engineering Project Visually

    Python

  6. social-determinants-causal-analysis social-determinants-causal-analysis Public

    Causal inference analysis proving poverty causes diabetes using CDC Health Rankings data

    Python