A mechanism-based approach to the identification of age-period-cohort models

被引:71
|
作者
Winship, Christopher [1 ]
Harding, David J. [2 ]
机构
[1] Harvard Univ, Cambridge, MA 02138 USA
[2] Univ Michigan, Ann Arbor, MI 48109 USA
关键词
APC models; mechanisms; cohorts; front-door criterion; identification strategies;
D O I
10.1177/0049124107310635
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
This article offers a new approach to the identification of age-period-cohort (APC) models that builds on Pearl's work on nonparametric causal models, in particular his front-door criterion for the identification of causal effects. The goal is to specify the mechanisms through which the age, period, and cohort variables affect the outcome and in doing so identify the model. This approach allows for a broader set of identification strategies than has typically been considered in the literature and, in many circumstances, goodness of fit tests are possible. The authors illustrate the utility of the approach by developing an APC model for political alienation.
引用
收藏
页码:362 / 401
页数:40
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