Avoiding Invalid Instruments and Coping with Weak Instruments
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Abstract
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…
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1,105
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1Topics & keywords
Topics
Keywords
- Instrumental variable
- Lever
- Estimator
- Variable (mathematics)
- Econometrics
- Regression
- Variables
- Ordinary least squares
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