Publications [#335432] of Matthew A Masten

Journal Articles

  1. Masten, MA; Poirier, A, Identification of Treatment Effects Under Conditional Partial Independence, Econometrica, vol. 86 no. 1 (January, 2018), pp. 317-351, The Econometric Society
    (last updated on 2021/04/16)

    Abstract:
    Conditional independence of treatment assignment from potential outcomes is a commonly used but nonrefutable assumption. We derive identified sets for various treatment effect parameters under nonparametric deviations from this conditional independence assumption. These deviations are defined via a conditional treatment assignment probability, which makes it straightforward to interpret. Our results can be used to assess the robustness of empirical conclusions obtained under the baseline conditional independence assumption.