
Data Engineer (Volunteer)
Executive Service Corps of Houston · Houston, TX
Jul 2026 – Present
- Data Pipeline
- ETL
- Python
- Built the data pipeline behind an internal knowledge base: ingests the organization's own content, cleans and chunks it, and loads it into a search index staff can query by topic.
- Moved the heavy work out of the request path and into the index, taking answers from tens of seconds to about one.
- Benchmarked 7 embedding models against a hybrid of keyword and vector search, and chose the setup that lifted retrieval accuracy by 15 points.
- Built an evaluation set so the system is measured on whether it answers what it should and declines what it should not, rather than on how good a single answer looks.



















