Analyzing Age-Period-Cohort Data: A Review and Critique

被引:110
|
作者
Fosse, Ethan [1 ]
Winship, Christopher [2 ]
机构
[1] Univ Toronto, Dept Sociol, Toronto, ON M5S 2J4, Canada
[2] Harvard Univ, Dept Sociol, Cambridge, MA 02138 USA
来源
关键词
age-period-cohort analysis; APC; social change; mechanism-based models; partial identification; bounds; sensitivity analysis; causal inference; life course; STATES CHURCH ATTENDANCE; UNITED-STATES; INTRINSIC ESTIMATOR; CONSTRAINED ESTIMATORS; ACCOUNTING FRAMEWORK; VERBAL-ABILITY; SECULAR TRENDS; MIXED MODELS; TIME TRENDS; MORTALITY;
D O I
10.1146/annurev-soc-073018-022616
中图分类号
C91 [社会学];
学科分类号
030301 ; 1204 ;
摘要
Age-period-cohort (APC) analysis has a long, controversial history in sociology and related fields. Despite the existence of hundreds, if not thousands, of articles and dozens of books, there is little agreement on how to adequately analyze APC data. This article begins with a brief overview of APC analysis, discussing how one can interpret APC effects in a causal way. Next, we review methods that obtain point identification of APC effects, such as the equality constraints model, Moore-Penrose estimators, and multilevel models. We then outline techniques that entail point identification using measured causes, such as the proxy variables approach and mechanism-based models. Next, we discuss a general framework for APC analysis grounded in partial identification using bounds and sensitivity analyses. We conclude by outlining a general step-by-step procedure for conducting APC analyses, presenting an empirical example examining temporal shifts in verbal ability.
引用
收藏
页码:467 / 492
页数:26
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