The effects of smoking on obesity: Evidence from Indonesian panel data

Background: It has been known that smoking is negatively related to weight-related outcomes. However, it has been difficult to determine whether the relationship is causal, and if so, how strong it is. We attempted to estimate the approximately causal effects of smoking on weight, body mass index (B...

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Main Author: Sohn, Kitae
Format: Journal Article
Published: 2015
Online Access:http://hdl.handle.net/20.500.11937/50612
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author Sohn, Kitae
author_facet Sohn, Kitae
author_sort Sohn, Kitae
building Curtin Institutional Repository
collection Online Access
description Background: It has been known that smoking is negatively related to weight-related outcomes. However, it has been difficult to determine whether the relationship is causal, and if so, how strong it is. We attempted to estimate the approximately causal effects of smoking on weight, body mass index (BMI), and obesity. Methods: The Indonesian Family Life Survey provided a sample of over 9000 men aged 15-55 years - each of them was observed in 1993, 1997, 2000 and 2007. The preferred method was a fixed effects model; that is, we related changes in smoking status or smoking intensity to changes in weight-related outcomes, while controlling for time-varying covariates. We also compared these results to those estimated by ordinary least squares and assessed the importance of controlling for time invariant individual heterogeneity. Results: Although the effects of smoking were precisely estimated in a statistical sense, their size was minuscule: a quitter would gain weight by at most 1 kg, or a smoker would lose weight by the same amount. The results were similar for BMI and obesity. When we did not control for time invariant individual heterogeneity, the size of the relationship was overestimated at least three times. Conclusions: Smoking exerted little influence on weight, and it was important to control for bias stemming from time invariant individual heterogeneity.
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spelling curtin-20.500.11937-506122018-03-06T08:12:27Z The effects of smoking on obesity: Evidence from Indonesian panel data Sohn, Kitae Background: It has been known that smoking is negatively related to weight-related outcomes. However, it has been difficult to determine whether the relationship is causal, and if so, how strong it is. We attempted to estimate the approximately causal effects of smoking on weight, body mass index (BMI), and obesity. Methods: The Indonesian Family Life Survey provided a sample of over 9000 men aged 15-55 years - each of them was observed in 1993, 1997, 2000 and 2007. The preferred method was a fixed effects model; that is, we related changes in smoking status or smoking intensity to changes in weight-related outcomes, while controlling for time-varying covariates. We also compared these results to those estimated by ordinary least squares and assessed the importance of controlling for time invariant individual heterogeneity. Results: Although the effects of smoking were precisely estimated in a statistical sense, their size was minuscule: a quitter would gain weight by at most 1 kg, or a smoker would lose weight by the same amount. The results were similar for BMI and obesity. When we did not control for time invariant individual heterogeneity, the size of the relationship was overestimated at least three times. Conclusions: Smoking exerted little influence on weight, and it was important to control for bias stemming from time invariant individual heterogeneity. 2015 Journal Article http://hdl.handle.net/20.500.11937/50612 10.1186/s12971-015-0064-5 http://creativecommons.org/licenses/by/4.0/ fulltext
spellingShingle Sohn, Kitae
The effects of smoking on obesity: Evidence from Indonesian panel data
title The effects of smoking on obesity: Evidence from Indonesian panel data
title_full The effects of smoking on obesity: Evidence from Indonesian panel data
title_fullStr The effects of smoking on obesity: Evidence from Indonesian panel data
title_full_unstemmed The effects of smoking on obesity: Evidence from Indonesian panel data
title_short The effects of smoking on obesity: Evidence from Indonesian panel data
title_sort effects of smoking on obesity: evidence from indonesian panel data
url http://hdl.handle.net/20.500.11937/50612