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Three-Way Decomposition for Applied Health Equity Research: A Practical Tutorial to Understand and Address
Jin-Hwan Kim1, Myoung-Hee Kim2, Woojoo Lee3,4
1Institute of Health and Environment, Seoul National University, 1 Gwanak-Ro, Seoul, Republic of Korea.
None:
Mediation analysis is essential for understanding causal mechanisms and designing effective policy interventions. This paper explains a comprehensive framework for implementing VanderWeele's (2009) three-way decomposition using natural effect models (NEM), focusing on its application in health equity research. While three-way decomposition helps social epidemiologists understand how social exposures influence health outcomes through differential mediator effects, its implementation through NEM has not been fully utilized. Using the R package medflex to implement NEM, we demonstrate the methodology through two case analyses: healthcare expenditure disparities between Medicaid beneficiaries and health insurance enrollees using continuous outcomes, and racial/ethnic disparities in preterm birth using binary outcomes. We provide detailed interpretations of NEM estimates in terms of three-way decomposition and discuss methodological considerations for researchers designing health policies to reduce disparities.
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