Identification Is Not Causality, and Vice Versa

被引:21
作者
Kahn, R. [1 ]
Whited, Toni M. [1 ,2 ]
机构
[1] Univ Michigan, Ann Arbor, MI 48109 USA
[2] NBER, Cambridge, MA 02138 USA
基金
美国国家科学基金会;
关键词
D O I
10.1093/rcfs/cfx020
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We distinguish between identification and establishing causality. Identification means forming a unique mapping from features of data to quantities that are of interest to economists. Establishing causality by finding sources of exogenous variation is often considered synonymous with identification, but these two concepts are distinct. Exogenous variation is only sometimes necessary and never sufficient to identify economically interesting parameters. Instead, even for causal questions, identification must rest on an underlying economic model. We illustrate these points by analyzing identification in three recent papers and by examining the estimation of a simple dynamic model.
引用
收藏
页码:1 / 21
页数:21
相关论文
共 35 条
[1]   MEASURING THE SENSITIVITY OF PARAMETER ESTIMATES TO ESTIMATION MOMENTS [J].
Andrews, Isaiah ;
Gentzkow, Matthew ;
Shapiro, Jesse M. .
QUARTERLY JOURNAL OF ECONOMICS, 2017, 132 (04) :1553-1592
[2]   Using Maimonides' rule to estimate the effect of class size on scholastic achievement [J].
Angrist, JD ;
Lavy, V .
QUARTERLY JOURNAL OF ECONOMICS, 1999, 114 (02) :533-575
[3]  
Angrist JD, 2009, MOSTLY HARMLESS ECONOMETRICS: AN EMPIRICISTS COMPANION, P1
[4]   USING THE LONGITUDINAL STRUCTURE OF EARNINGS TO ESTIMATE THE EFFECT OF TRAINING-PROGRAMS [J].
ASHENFELTER, O ;
CARD, D .
REVIEW OF ECONOMICS AND STATISTICS, 1985, 67 (04) :648-660
[5]   ESTIMATING EFFECT OF TRAINING-PROGRAMS ON EARNINGS [J].
ASHENFELTER, O .
REVIEW OF ECONOMICS AND STATISTICS, 1978, 60 (01) :47-57
[6]  
Bazdresch S, REV FINANCIAL STUDIE
[7]   Inside the family firm: The role of families in succession decisions and performance. [J].
Bennedsen, Morten ;
Nielsen, Kasper Meisner ;
Perez-Gonzalez, Francisco ;
Wolfenzon, Daniel .
QUARTERLY JOURNAL OF ECONOMICS, 2007, 122 (02) :647-691
[8]   Does Going Public Affect Innovation? [J].
Bernstein, Shai .
JOURNAL OF FINANCE, 2015, 70 (04) :1364-1403
[9]   AUTOMOBILE PRICES IN MARKET EQUILIBRIUM [J].
BERRY, S ;
LEVINSOHN, J ;
PAKES, A .
ECONOMETRICA, 1995, 63 (04) :841-890
[10]   Identification in Differentiated Products Markets [J].
Berry, Steven ;
Haile, Philip .
ANNUAL REVIEW OF ECONOMICS, VOL 8, 2016, 8 :27-52