Don't birth cohorts matter? A commentary and simulation exercise on Reither, Hauser, and Yang's (2009) age-period-cohort study of obesity

被引:58
作者
Bell, Andrew [1 ,2 ]
Jones, Kelvyn [1 ,2 ]
机构
[1] Univ Bristol, Sch Geog Sci, Bristol BS8 1SS, Avon, England
[2] Univ Bristol, Ctr Multilevel Modelling, Bristol BS8 1TX, Avon, England
关键词
Age-period-cohort models; Obesity; Collinearity; Model identification; EPIDEMIC; PREVALENCE; ADULTS;
D O I
10.1016/j.socscimed.2013.09.004
中图分类号
R1 [预防医学、卫生学];
学科分类号
100235 [预防医学];
摘要
Reither, Hauser, and Yang (2009) use a Hierarchical Age-Period-Cohort model (HAPC - Yang & Land, 2006) to assess changes in obesity in the USA population. Their results suggest that there is only a minimal effect of cohorts, and that it is periods which have driven the increase in obesity over time. We use simulations to show that this result may be incorrect. Using simulated data in which it is cohorts, rather than periods, that are responsible for the rise in obesity, we are able to replicate the period-trending results of Reither et al. In this instance, the HAPC model misses the true cohort trend entirely, erroneously finds a period trend, and underestimates the age trend. Reither et al.'s results may be correct, but because age, period and cohort are confounded there is no way to tell. This is typical of age period cohort models, and shows the importance of caution when any APC model is used. We finish with a discussion of ways forward for researchers wishing to model age, period and cohort in a robust and non-arbitrary manner. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:176 / 180
页数:5
相关论文
共 33 条
[1]
Age, period and birth cohort effects on prevalence of overweight and obesity in Australian adults from 1990 to 2000 [J].
Allman-Farinelli, M. A. ;
Chey, T. ;
Bauman, A. E. ;
Gill, T. ;
James, W. P. T. .
EUROPEAN JOURNAL OF CLINICAL NUTRITION, 2008, 62 (07) :898-907
[2]
[Anonymous], 2009, Bayesian analysis for the social sciences
[3]
[Anonymous], 2005, COHORT ANAL
[4]
[Anonymous], MLWIN VERSION 2 28
[5]
Bell A., 2013, QUALITY QUA IN PRESS
[6]
Bell A., 2013, ANOTHER FUTILE UNPUB
[7]
The impossibility of separating age, period and cohort effects [J].
Bell, Andrew ;
Jones, Kelvyn .
SOCIAL SCIENCE & MEDICINE, 2013, 93 :163-165
[8]
General methods for monitoring convergence of iterative simulations [J].
Brooks, SP ;
Gelman, A .
JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 1998, 7 (04) :434-455
[9]
Browne W.J., 2009, MCMC ESTIMATION MLWI
[10]
The global epidemic of obesity: An overview [J].
Caballero, Benjamin .
EPIDEMIOLOGIC REVIEWS, 2007, 29 :1-5