Tuesday, September 27, 2022
7:30 pm - 8:30 pm
Tuesday, September 13, 2022
7:30 pm - 8:30 pm

Title: Bridging Matching, Regression, and Weighting as Mathematical Programs for Causal InferenceAbstract: A fundamental principle in the design of observational studies is to approximate the randomized experiment that would have been conducted under controlled circumstances. Across the health and social sciences, statistical methods for covariate adjustment are used in pursuit of this principle. Basic methods are matching, regression, and weighting. In this talk, we will examine the connections between these methods through their underlying mathematical programs.

We use a variety of tools for statistical analysis and accessing proprietary data sets. Examples are listed below.

SAS

A statistical software suite developed by SAS Institute for data management, advanced analytics, multivariate analysis, business intelligence, and predictive analytics. SAS is the software most frequently used for data analysis and modeling.

R

A language and environment for statistical computing and graphics; R is free and becoming a popular choice among more newly-trained researchers.

Photo of Sunni Mumford, PhD

Sunni Mumford, PhD

Dr. Mumford is nationally and internationally renowned for her research on modifiable dietary and lifestyle factors that affect reproduction — research that has informed official guidelines and recommendations for women, men and couples. This work uses couples-based approaches with participants recruited before conception, and it combines large datasets to disentangle the role of dietary and lifestyle factors. She has also significantly advanced the field via novel methods, in implementation studies and data analyses alike. In the Impact of Diet, Exercise, and Lifestyle (IDEAL) on Fertility Study, for example, her new cohort incorporates innovative wearable technology to address exposure misclassification and specific questions about the timing of physical activity and sleep during infertility treatment — which also allows for more translatable results, given the widespread use of these devices. Dr. Mumford’s interdisciplinary training in nutritional and reproductive epidemiology and biostatistics provides her with unique expertise in the design and analysis of population-based studies to improve the health of women and men across the life course.

Dr. Mumford, along with Kurt Barnhart, MD, MSCE, co-lead the Penn Women’s Health Clinical Research Center, which bridges the DBEI, the Department of Obstetrics and Gynecology and the Division of Neonatology of the CHOP/PSOM Department of Pediatrics.

Dr. Mumford has been funded by many peer-reviewed intramural NIH research grants and has appeared in publications such as The Journal of the American Medical Association, Nature Communications, and The Lancet Diabetes & Endocrinology. She has garnered many awards, including the Rising Star Award from the Society for Pediatric and Perinatal Epidemiologic Research, the Brian MacMahon Early Career Epidemiologist Award from the Society for Epidemiologic Research, and the NIH Ruth L. Kirschstein Mentoring Award. She also was recently appointed as an Editor of the journal Epidemiology and Associate Editor of Fertility & Sterility.

Tuesday, September 20, 2022 - Wednesday, September 21, 2022
4:00 am
TOPIC & SPEAKERS For a complete agenda, including all eight topics and info on all of our expert speakers, please see dbei.med.upenn.edu/big-data-2 (https://www.dbei.med.upenn.edu/big-data-2).ABSTRACT & POSTER PRESENTING Attendees are invited to submit abstracts and present posters about their related work during the Sept.19 reception. Once you have registered for the conference, you may indicate your interest and submit your abstract here.
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