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An instrumental variable random-coefficients model for binary outcomes

机译:二进制结果的工具变量随机系数模型

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摘要

In this paper, we study a random-coefficients model for a binary outcome. We allow for the possibility that some or even all of the explanatory variables are arbitrarily correlated with the random coefficients, thus permitting endogeneity. We assume the existence of observed instrumental variables Z that are jointly independent with the random coefficients, although we place no structure on the joint determination of the endogenous variable X and instruments Z, as would be required for a control function approach. The model fits within the spectrum of generalized instrumental variable models, and we thus apply identification results from our previous studies of such models to the present context, demonstrating their use. Specifically, we characterize the identified set for the distribution of random coefficients in the binary response model with endogeneity via a collection of conditional moment inequalities, and we investigate the structure of these sets by way of numerical illustration.
机译:在本文中,我们研究了二进制结果的随机系数模型。我们考虑到某些或什至所有解释变量与随机系数任意相关的可能性,从而允许内生性。我们假定存在观察到的工具变量Z,它们与随机系数共同独立,尽管我们没有像控制函数方法那样对内生变量X和工具Z的联合确定设置任何结构。该模型符合广义工具变量模型的范围,因此,我们将对此类模型的先前研究得出的识别结果应用于当前环境,以证明其用途。具体来说,我们通过条件矩不等式的集合来表征具有内生性的二元响应模型中随机系数分布的确定集合,并通过数值说明的方式研究这些集合的结构。

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