Projects

UNC Health Clinical Trials & Emulations

Evaluating interventions in clinical care and health informatics through a mix of designs: implementation and comparative-effectiveness RCTs where feasible, and target trial emulations in large-scale health-record data where a trial is not.

Jan 1, 2026

Measuring Patient Data Density in EHRs to Understand Bias

Developing the EHR Density Index (EDI), a covariate that quantifies how much a patient's documentation deviates from clinically similar patients, so EHR studies can adjust for documentation-density bias. Developed and validated on ~25,000 UNC Health patients.

Jan 1, 2024

Concept Rollups for OMOP Data

A method for rolling granular OMOP clinical concepts up into interpretable, TF-IDF-weighted groups, to make high-dimensional EHR data more tractable for phenotyping and analysis.

Jan 1, 2023

National Clinical Cohort Collaborative (N3C) & NIH RECOVER

Research in the National COVID Cohort Collaborative (N3C) and NIH RECOVER, using harmonized multi-site EHR data to study Long COVID: machine-learning phenotypes, ICD-10 characterization, and target trial emulations of antiviral treatment.

Aug 16, 2021

CrisisReady

A research initiative on data and methods for equitable crisis response; I worked on serosurveillance methods, including how geographically skewed recruitment biases COVID-19 seroprevalence estimates.

Aug 1, 2020

COVID-19 Mobility Data Network

A multi-institution network using aggregated, privacy-preserving mobility data to track population movement and inform COVID-19 response planning.

Mar 16, 2020

COVID-19 Response in India (Swasth Community Science Alliance)

Analyzing COVID-19 testing data across India with the Swasth Community Science Alliance, to support a hyper-local, evidence-based pandemic response — from optimizing test allocation to epidemiological patterns in large-scale national test results.

Jan 1, 2020

Migration Flows & Technology (IOM)

An analysis of the International Organization for Migration's Flow Monitoring Survey data on migration across West and Central Africa, and the role of digital technology in transnational migration.

Jan 1, 2020

The Kerala Flood Impact Ascertainment Study

A field assessment of the health and displacement consequences of the 2018 Kerala floods, conducted with the Government of Kerala and the All India Disaster Mitigation Institute.

Aug 28, 2019

Distress Migration — The Rohingya

A rapid-assessment household survey of Rohingya refugees and host families in Cox's Bazar, Bangladesh, documenting health and displacement needs.

Jul 1, 2018

India Digital Health Network

A Harvard research-and-policy collaborative on interoperable digital health systems for India; I worked on human-centered design for mHealth tools and on digital-health regulatory frameworks.

Aug 1, 2017

Syria — Health in Conflict

Documenting the effects of the Syrian conflict on population morbidity and mortality, as part of the Lancet Commission on Syria.

Aug 1, 2017

Global Oral Health & Nutrition

Community-based studies of child oral health and undernutrition in El Salvador and India, linking infant feeding and dietary practices to severe tooth decay and malnutrition in young children.

Jan 1, 2012