Should instrumental variables be used as matching variables?

被引:52
|
作者
Wooldridge, Jeffrey M. [1 ]
机构
[1] Michigan State Univ, Dept Econ, E Lansing, MI 48824 USA
关键词
Matching; Instrumental variable; Inconsistency; Treatment effect;
D O I
10.1016/j.rie.2016.01.001
中图分类号
F [经济];
学科分类号
02 ;
摘要
I show that for a linear model and estimating a coefficient on an endogenous explanatory variable, adding covariates that satisfy instrumental variables assumptions increases the amount of inconsistency. A special case is an endogenous binary treatment and estimating a constant treatment effect when matching on covariates that satisfy instrumental variables, rather than ignoribility, assumptions. I also establish a general result that implies that regression adjustment using the propensity score based on instrumental variables actually maximizes the inconsistency among regression-type estimators. (C) 2016 Published by Elsevier Ltd. on behalf of University of Venice
引用
收藏
页码:232 / 237
页数:6
相关论文
共 50 条
  • [31] Determinantal Generalizations of Instrumental Variables
    Weihs, Luca
    Robinson, Bill
    Dufresne, Emilie
    Kenkel, Jennifer
    Kubjas, Kaie
    McGee, Reginald, II
    Nhan Nguyen
    Robeva, Elina
    Drton, Mathias
    JOURNAL OF CAUSAL INFERENCE, 2018, 6 (01)
  • [32] On Searching for Generalized Instrumental Variables
    van der Zander, Benito
    Liskiewicz, Maciej
    ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 51, 2016, 51 : 1214 - 1222
  • [33] ISSUES IN INSTRUMENTAL VARIABLES ANALYSIS
    ALEXANDER, KL
    REILLY, TW
    FENNESSEY, J
    AMERICAN SOCIOLOGICAL REVIEW, 1981, 46 (06) : 937 - 941
  • [34] An introduction to instrumental variables for epidemiologists
    Greenland, S
    INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2000, 29 (04) : 722 - 729
  • [35] Instrumental variables and wavelet decompositions
    Ramsey, James B.
    Gallegati, Marco
    Gallegati, Mauro
    Semmler, Willi
    ECONOMIC MODELLING, 2010, 27 (06) : 1498 - 1513
  • [36] Jackknife instrumental variables estimation
    Angrist, JD
    Imbens, GW
    Krueger, AB
    JOURNAL OF APPLIED ECONOMETRICS, 1999, 14 (01) : 57 - 67
  • [37] Genetic markers as instrumental variables
    von Hinke, Stephanie
    Smith, George Davey
    Lawlor, Debbie A.
    Propper, Carol
    Windmeijer, Frank
    JOURNAL OF HEALTH ECONOMICS, 2016, 45 : 131 - 148
  • [38] More on monotone instrumental variables
    Manski, Charles F.
    Pepper, John V.
    ECONOMETRICS JOURNAL, 2009, 12 (01): : S200 - S216
  • [39] Use (and misuse) of instrumental variables
    Bagiella, Emilia
    JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY, 2015, 150 (03): : 460 - 460
  • [40] INSTRUMENTAL VARIABLES ANALYSIS - REPLY
    CRAMER, JC
    AMERICAN SOCIOLOGICAL REVIEW, 1981, 46 (06) : 942 - 942