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      Stalin and the origins of mistrust

      , ,
      Journal of Public Economics
      Elsevier BV

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          INDIVIDUAL RISK ATTITUDES: MEASUREMENT, DETERMINANTS, AND BEHAVIORAL CONSEQUENCES

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            Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies

            This paper proposes entropy balancing, a data preprocessing method to achieve covariate balance in observational studies with binary treatments. Entropy balancing relies on a maximum entropy reweighting scheme that calibrates unit weights so that the reweighted treatment and control group satisfy a potentially large set of prespecified balance conditions that incorporate information about known sample moments. Entropy balancing thereby exactly adjusts inequalities in representation with respect to the first, second, and possibly higher moments of the covariate distributions. These balance improvements can reduce model dependence for the subsequent estimation of treatment effects. The method assures that balance improves on all covariate moments included in the reweighting. It also obviates the need for continual balance checking and iterative searching over propensity score models that may stochastically balance the covariate moments. We demonstrate the use of entropy balancing with Monte Carlo simulations and empirical applications.
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              Unobservable Selection and Coefficient Stability: Theory and Evidence

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                Author and article information

                Journal
                Journal of Public Economics
                Journal of Public Economics
                Elsevier BV
                00472727
                April 2022
                April 2022
                : 208
                : 104629
                Article
                10.1016/j.jpubeco.2022.104629
                318aaa7e-1f81-47f8-9809-e48c4e7ff588
                © 2022

                https://www.elsevier.com/tdm/userlicense/1.0/

                http://creativecommons.org/licenses/by/4.0/

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