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We develop results for the use of LASSO and Post-LASSO methods to form first-stage predictions and estimate optimal instruments in linear instrumental variables (IV) models with many instruments, p, that apply even when p is much larger than the sample size, n. We rigorously develop asymptotic...
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econometrics. High dimensional sparse models arise in situations where many regressors (or series terms) are available and the …-dimensional econometrics ; instrumental regression ; partially linear regression ; returns-to-schooling ; growth regression …
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We recommend a major shift in the Econometrics curriculum for both graduate and undergraduate teaching. It is essential … conducting empirical macroeconomic research. We focus on a new approach to macro-econometrics teaching, since even undergraduate … econometrics courses must include analytical methods for time series that exhibit both evolution from stochastic trends and abrupt …
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