International Benchmarking for Country Economic Diagnostics: A Stochastic Frontier Approach

Vivian Norambuena
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Abstract

This paper discusses and illustrates the analytical foundations of international comparisons (or benchmarking) for assessing a country’s potential for improvement along various dimensions of social and economic development. By providing a methodology for international benchmarking, discussing various alternatives and choices, and presenting a cross-country illustration, the paper can help practitioners be less arbitrary and more systematic in their approach to international comparisons, as well as more realistic in their expectations for a country’s improvement. The paper presents the stochastic frontier approach and applies it to estimate feasible frontiers or benchmarks for each variable, country, and year. It then interprets a country’s (one-sided) departure from the benchmark as inefficiency or potential for improvement. This contrasts with the literature that compares countries by looking at raw variables or indicators, without considering that countries differ in structural endowments that constrain the maximum performance that a country could achieve in a policy-relevant horizon. The Stochastic Frontier approach also improves upon the literature that uses regression residuals to measure performance. Regression residuals are hard to interpret as inefficiency, because they are mixed with noise and take positive and negative values. As an illustration, the paper uses a panel of 142 countries with yearly data for 2005–14 and considers a set of 10 development indicators. It finds that the potential for improvement does not follow a simple relationship with economic development, with some lower-income countries being closer to their own feasible frontier than more advanced countries are.
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国家经济诊断的国际基准:随机前沿方法
本文讨论并说明了用于评估一个国家在社会和经济发展的各个方面改善潜力的国际比较(或基准)的分析基础。通过提供一种国际基准的方法,讨论各种替代方案和选择,并提出一个跨国的例子,本文可以帮助从业者在进行国际比较的方法中减少武断和更系统,并且在他们对一个国家的改进的期望中更加现实。本文提出了随机前沿方法,并将其应用于估计每个变量、国家和年份的可行前沿或基准。然后,它将一个国家(片面)偏离基准解释为效率低下或有改进的潜力。这与通过观察原始变量或指标来比较国家的文献形成对比,而没有考虑到各国在结构禀赋方面的差异,这些差异限制了一个国家在与政策相关的范围内可以实现的最大绩效。随机前沿方法也改进了使用回归残差来衡量性能的文献。回归残差很难解释为低效率,因为它们与噪声混合并且具有正值和负值。为了说明这一点,本文使用了142个国家的面板,这些国家有2005 - 2014年的年度数据,并考虑了一套10项发展指标。报告发现,改善的潜力并不遵循与经济发展的简单关系,一些低收入国家比更发达的国家更接近自己的可行边界。
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