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异质性、测量误差与错配:来自非洲农业的证据

Heterogeneity, Measurement Error, and Misallocation: Evidence from African Agriculture
Journal of Political Economy · 2020 · Douglas Gollin、Christopher Udry

中文摘要

标准的生产率测度在非洲各农场之间呈现出巨大的离散度。作物产量与投入强度似乎差异很大,这似乎与农场间有效配置的模型相矛盾。在本文中,我们提出了一个理论框架,用以区分测量误差、不可观测的异质性以及潜在错配。利用来自坦桑尼亚和乌干达农场的丰富面板数据,我们使用一个允许存在多类测量误差与异质性的灵活设定来估计我们的模型。我们发现,测量误差与异质性合计解释了测度生产率离散度的很大一部分。

Abstract

Standard measures of productivity display enormous dispersion across farms in Africa. Crop yields and input intensities appear to vary greatly, seemingly in conflict with a model of efficient allocation across farms. In this paper, we present a theoretical framework for distinguishing between measurement error, unobserved heterogeneity, and potential misallocation. Using rich panel data from farms in Tanzania and Uganda, we estimate our model using a flexible specification in which we allow for several kinds of measurement error and heterogeneity. We find that measurement error and heterogeneity together account for a large fraction of the dispersion in measured productivity.
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