Experience
Roles and impact across research, product, and data systems.
PV
Data & AI Intern
·Propvia
Detroit, MI (Hybrid)
Jan 2026 — Present
- Built and validated property-level features from multi-source datasets to improve scoring and recommendations.
- Developed data quality checks and explainability-friendly outputs to support product decisions.
- Partnered with engineering and product to ship improvements into production pipelines.
PythonSQLGeospatialData ModelingETL
MM
Surgical Data De-Identification Research Intern
·Michigan Medicine
Cardiac Surgery & Robotics · Ann Arbor, MI
May 2025 — Present
- Designed privacy-preserving workflows for surgical video annotation and downstream analysis.
- Built tooling to standardize labeling, audit data handling, and reduce manual review overhead.
- Collaborated with researchers to align outputs with compliance and governance expectations.
PythonComputer VisionPrivacyData Governance
UM
Research Intern (LLM Evaluation for Bioinformatics)
·University of Michigan Medical School
Ann Arbor, MI
Sep 2024 — May 2025
- Evaluated LLMs on bioinformatics-style tasks using reproducible protocols and structured metrics.
- Built analysis scripts and reporting artifacts to support posters and manuscript review.
- Iterated on prompting and error analysis to improve reliability across model families.
PythonNLPExperiment DesignData Analysis