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Identification and counterfactuals in dynamic models of market entry and exit

机译:市场进入和退出动态模型中的识别和反事实

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This paper addresses a fundamental identification problem in the structural estimation of dynamic oligopoly models of market entry and exit. Using the standard datasets in existing empirical applications, three components of a firm's profit function are not separately identified: the fixed cost of an incumbent firm, the entry cost of a new entrant, and the scrap value of an exiting firm. We study the implications of this result on the power of this class of models to identify the effects of different comparative static exercises and counterfactual public policies. First, we derive a closed-form relationship between the three unknown structural functions and the two functions that are identified from the data. We use this relationship to provide the correct interpretation of the estimated objects that are obtained under the 'normalization assumptions' considered in most applications. Second, we characterize a class of counterfactual experiments that are identified using the estimated model, despite the non-separate identification of the three primitives. Third, we show that there is a general class of counterfactual experiments of economic relevance that are not identified. We present a numerical example that illustrates how ignoring the non-identification of these counterfactuals (i.e., making a 'normalization assumption' on some of the three primitives) generates sizable biases that can modify even the sign of the estimated effects. Finally, we discuss possible solutions to address these identification problems.
机译:本文研究了市场进入和退出的动态寡头模型的结构估计中的一个基本识别问题。使用现有经验应用程序中的标准数据集,公司利润函数的三个组成部分没有被分别确定:现任公司的固定成本,新进入者的进入成本以及退出公司的报废价值。我们研究了这一结果对此类模型的威力的影响,以识别不同的静态比较实践和反事实公共政策的影响。首先,我们得出三个未知结构函数与从数据中识别出的两个函数之间的封闭形式关系。我们使用这种关系来提供对大多数应用中考虑的“归一化假设”下获得的估计对象的正确解释。其次,我们对使用反演模型进行识别的一类反事实实验进行了描述,尽管对这三个原语进行了非单独的识别。第三,我们表明没有发现与经济相关性的反事实实验的一般类别。我们提供了一个数值示例,该示例说明了如何忽略这些反事实的未标识性(即对三个基元中的一些进行``标准化假设'')会产生可甚至甚至改变估计效果的符号的较大偏差。最后,我们讨论了解决这些识别问题的可能解决方案。

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