AI Fluency
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Projects
V
VS Code Extension for TQL
AI-assisted query language development tool
Built an internal VS Code extension using Claude Code to streamline authoring of observational-study queries in Atropos's proprietary query language. The tool achieved adoption across the analyst team and received recognition as the company's most impactful innovation.
E
EHR-to-Narrative Pipeline
Language-model training data preparation from clinical records
Designed and built an end-to-end Python pipeline converting structured EHR records into patient narratives for experimental language-model training with Meta. Implemented record ingestion, data transformation, and LLM-based narrative generation, translating coded clinical events into coherent patient timelines organized around clinical index events.
C
Conversational Query Refinement Prototype
Natural-language interface for research question definition
Designed and iterated prompts for an early internal multi-turn AI prototype helping users express research questions in natural language and refine study requirements. Owned prompt iteration for question clarification and TQL generation within a proposed self-service workflow for case series, cohort studies, and attrition diagrams.
S
SHARP — Safe Haircuts as We Reopen Philadelphia
PPE distribution initiative for underserved neighborhoods
Directed logistics for PPE distribution to more than 30 hair salons in underserved Philadelphia neighborhoods during the COVID-19 reopening. Coordinated with a team of 15+ members and organized weekly planning meetings. The project received institutional recognition and funding.
Experience
Medical Innovation — Specialist
Atropos HealthAug 2024 — May 2025 · San Francisco, CA
Authored 150+ observational studies on real-world EHR data using TQL, translating clinical hypotheses into queries across ICD-9, ICD-10, CPT, SNOMED, and LOINC terminologies. Reviewed peer analysts' queries for clinical accuracy and data integrity, contributed to an internal clinical definitions library. Worked with health-system investigators and life-sciences companies to refine research questions and communicate evidence limitations. Diagnosed platform and data-pipeline issues by tracing query outputs to source records.
Vice President of Entrepreneurship
Penn HealthXJan 2019 — Jan 2020 · Greater Philadelphia Area
Digital Health Scholar
Center for Health Care Transformation and Innovation @ Penn MedicineApr 2019 — Aug 2019 · Greater Philadelphia Area
Supported development and launch of a HIPAA-compliant mobile data-collection application for clinical research, including GPS and heart-rate collection for an Urban Health Lab study of environmental stress. Generated synthetic data for an NLP chatbot pilot focused on radiation-oncology aftercare. Supported patient consent and data collection; collaborated on planning a noise-pollution health study with Philadelphia city officials.
W
Solo Founder
Whisper HealthJun 2023 — Mar 2024 · Philadelphia, PA
Designed, built, and launched an iOS application for anonymous peer-to-peer communication among healthcare professionals. Built a SwiftUI frontend and FastAPI backend with client-side encryption to keep user email addresses off the backend. Gathered user feedback, conducted outreach, and secured grant funding through pitches to venture-support programs.
Education
University of Pennsylvania School of Medicine
Doctor of Medicine - MD
Sep 2020 — Jun 2024
H-MET Certificate in Healthcare Management, Entrepreneurship and Technology. Completed clinical training across internal medicine, surgery, pediatrics, psychiatry, and obstetrics/gynecology.
Credentials
N
Course
EMT-B
National Registry of Emergency Medical Technicians
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Skills
Artificial Intelligence (AI)Real World Evidence (RWE)Python (Programming Language)ResearchTeachingSQLTQLJavaScriptRSwiftUIFastAPIJupyter notebooksGitHubVS CodeClaude CodeEHR data transformation