Emily Peterson
Bio
My research lies at the intersection of Bayesian hierarchical modeling, measurement error, partial identifiability and recoverability, spatial epidemiology, and population dynamics. My primary research focus is the development of Bayesian methods for learning from incomplete, imperfect, and heterogeneous data, particularly when data are spatially or temporally structured and subject to measurement error, misclassification, or other sources of uncertainty. I integrate Bayesian hierarchical modeling with spatial and small-area estimation, data integration, and computational methods to develop practical estimation frameworks for population health research and surveillance. My work is highly collaborative, involving researchers and public health professionals at Emory and other academic institutions, as well as partners at the CDC, U.S. Census Bureau, Tribal public health organizations, and other federal and local agencies.
Areas of Interest
- Bayesian Analysis
- Health Disparities
- Spatial Analysis/GIS
- Data Science
- Disease Surveillance
- Social Determinants of Health
Education
- Ph.D. in Biostatistics, University of Massachusetts Amherst
- M.S. in Biostatistics, Vanderbilt University,
- M.S. in Public Health Sciences, Penn State University
- B.S. in Psychology, Davidson College
Courses Taught
- BIOS 526 - Modern Regression Analysis
Affiliations
Professional Activities
Leadership & Service
Founder and Director, LENS (Learning, Estimation, and Nonidentifiability in Statistics)
Faculty Advisory Council, Rollins School of Public Health
Invited Reviewer, NIH CSR PDAH Study Section
PhD Admissions Committee, Department of Biostatistics and Bioinformatics
Maternal Mortality and Morbidity Working Group, Rollins School of Public Health
Leader, Interdisciplinary Bayesian Spatial Working Group, Emory University
Professional Associations
American Statistical Association (ASA)
Population Association of America (PAA)
International Biometric Society, Eastern North American Region (ENAR)
Society for Epidemiologic Research (SER)
Invited Talks & Scientific Presentations
U.S. Census Bureau
Centers for Disease Control and Prevention
Population Association of America
International Society for Bayesian Analysis (ISBA)
Small Area Estimation Conference
Spatial Statistics Conference
Southern Regional Council on Statistics
University of Massachusetts Bayesian Working Group
Joint Statistical Meetings (JSM)
Peer Review
The Annals of Applied Statistics
Journal of the Royal Statistical Society: Series A
Journal of Survey Statistics and Methodology
Epidemiology
Annals of Epidemiology
Spatial and Spatio-Temporal Epidemiology
The American Statistician
Population Health Metrics
Ecology