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Semiparametric Efficiency Bounds for Microeconometric Models: A Survey



Author(s):

Source:
    Journal:Foundations and Trends® in Econometrics
    ISSN Print:1551-3076,  ISSN Online:1551-3084
    Publisher:Now Publishers
    Volume 6 Number 3-4,
Pages: 235(163-397)
DOI: 10.1561/0800000019
Keywords: Weak instruments;Linear simultaneous equation models;Instrument variables estimation;Large-sample asymptotic analysis;Finite-sample analysis;Hypothesis testing

Abstract:

In this survey, we evaluate estimators by comparing their asymptotic variances. The role of the efficiency bound, in this context, is to give a lower bound to the asymptotic variance of an estimator. An estimator with asymptotic variance equal to the efficiency bound can therefore be said to be asymptotically efficient. These bounds are also useful for understanding how the features of a given model affect the accuracy of parameter estimation.