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As I document using evidence from a journal data repository that I manage, the datasets used in empirical work are getting larger. When we use very large datasets, it can be dangerous to rely on standard methods for statistical inference. In addition, we need to worry about computational issues....
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literature, such as (i) whether excluding group identity from use in training the algorithm is optimal and (ii) whether there are … less discriminatory alternatives to a given algorithm. In addition, we construct an estimator for the distance between a … given algorithm and the fairest point on the frontier, and characterize its asymptotic distribution. Using Monte Carlo …
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