Avoiding Invalid Instruments and Coping with Weak Instruments
Author(s) -
Michael P. Murray
Publication year - 2006
Publication title -
the journal of economic perspectives
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 9.614
H-Index - 196
eISSN - 1944-7965
pISSN - 0895-3309
DOI - 10.1257/jep.20.4.111
Subject(s) - instrumental variable , lever , estimator , variable (mathematics) , econometrics , regression , variables , ordinary least squares , regression analysis , coping (psychology) , statistics , computer science , mathematics , psychology , engineering , psychiatry , mechanical engineering , mathematical analysis
Archimedes said, "Give me the place to stand, and a lever long enough, and I will move the Earth." Economists have their own powerful lever: the instrumental variable estimator. The instrumental variable estimator can avoid the bias that ordinary least squares suffers when an explanatory variable in a regression is correlated with the regression's disturbance term. But, like Archimedes lever, instrumental variable estimation requires both a valid instrument on which to stand and an instrument that isn't too short (or "too weak"). This paper briefly reviews instrumental variable estimation, discusses classic strategies for avoiding invalid instruments (instruments themselves correlated with the regression's disturbances), and describes recently developed strategies for coping with weak instruments (instruments only weakly correlated with the offending explanator).
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