دورية أكاديمية

A Tutorial on Applying the Difference-in-Differences Method to Health Data

التفاصيل البيبلوغرافية
العنوان: A Tutorial on Applying the Difference-in-Differences Method to Health Data
المؤلفون: Rothbard, Sarah, Etheridge, James C., Murray, Eleanor J.
المصدر: Current Epidemiology Reports ; ISSN 2196-2995
بيانات النشر: Springer Science and Business Media LLC
سنة النشر: 2023
مصطلحات موضوعية: General Earth and Planetary Sciences
الوصف: Purpose of Review Difference-in-differences analyses are a useful tool for estimating group-level decisions, such as policy changes, training programs, or other non-randomized interventions, on outcomes which occur within the intervention group. However, there is little practical advice on how to apply difference-in-differences to epidemiologic and health data. Here, we provide a tutorial on applying the difference-in-differences method to health services data, targeted at epidemiologists and other biomedical researchers. Recent Findings As epidemiologists increasingly engage in policy discussions, familiarity with difference-in-differences will be increasingly important. However, much of the literature on difference-in-differences is limited to econometrics examples where the types of data and questions encountered may differ from health research. There remain limited resources for epidemiologists and other medical researchers to learn how to implement difference-in-differences analyses without first having to familiarize themselves with econometric terminology and concepts. Summary This tutorial contains synthetic data, code, and worksheets for class instruction. We provide a step-by-step description of the difference-in-differences analysis including sensitivity checks, modeling decisions, and interpretation. In addition, we supply novel guidance on modeling difference-in-differences outcomes for count or score outcomes.
نوع الوثيقة: article in journal/newspaper
اللغة: English
DOI: 10.1007/s40471-023-00327-x
DOI: 10.1007/s40471-023-00327-x.pdf
DOI: 10.1007/s40471-023-00327-x/fulltext.html
الإتاحة: https://doi.org/10.1007/s40471-023-00327-xTest
حقوق: https://creativecommons.org/licenses/by/4.0Test ; https://creativecommons.org/licenses/by/4.0Test
رقم الانضمام: edsbas.8A6E5255
قاعدة البيانات: BASE