Structural Estimation of Caloric Intake, Exercise, Smoking, and Obesity

Working Paper: NBER ID: w11957

Authors: Inas Rashad

Abstract: The escalating rate of obesity in the US highlights the importance of understanding the causes for this rise. In this paper I employ the First, Second, and Third National Health and Nutrition Examination Surveys to estimate a structural model of the determinants of adult obesity. To control for the potential endogeneity of some explanatory variables, such as caloric intake (adjusted for activity level) and smoking, a set of reduced form equations for these outcomes is estimated simultaneously with the obesity equation. To identify each equation, I use an array of state-level characteristics as instrumental variables. Trends in these variables shed light on the sources of the rapid increase in obesity since 1980.

Keywords: Obesity; Caloric Intake; Exercise; Smoking

JEL Codes: I10; I12


Causal Claims Network Graph

Edges that are evidenced by causal inference methods are in orange, and the rest are in light blue.


Causal Claims

CauseEffect
caloric intake (D10)BMI (I12)
smoking (L66)BMI (I12)
higher education (I23)BMI (I12)
higher income (D31)BMI (I12)
availability of inexpensive restaurant meals (L81)rising obesity rates (I14)
decrease in smoking rates (I12)rising obesity rates (I14)

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