Is Globalization Driving Efficiency? A Threshold Stochastic Frontier Panel Data Modelling Approach

Camilla Mastromarco, L. Serlenga, Y. Shin
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引用次数: 1

Abstract

Recently, Mastromarco, Serlenga and Shin (2010) propose a two-step approach to examine dynamic transmission mechanism under which globalization factors fos- ter technology efficiency. In this paper, we extend the MSS model by combining panel threshold regression technique advanced by Hansen (1999). This threshold stochastic frontier panel data model enables us to analyze regime-specific stochas- tic frontiers and complex time-varying patterns of technical efficiencies in a robust manner. Using a dataset of 44 countries over 1970-2007, we find that income elas- ticities of labour and capital and time-varying common efficiencies are substantially different under superior and inferior frontiers. Capital and labour inputs are more productive under superior frontier. More importantly, common efficiencies have steadily increased under superior frontier, but technical efficiency has monotoni- cally decreased for low income countries, supporting the so-called club convergence hypothesis. Furthermore, the VAR-based impulse response analyses suggest that openness factors through FDI and trade help the countries improve production technology and efficiency position relative to the frontier only after the country has reached a certain level of development.
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全球化是否提高了效率?一种阈值随机前沿面板数据建模方法
最近,Mastromarco, Serlenga和Shin(2010)提出了一种两步法来研究全球化因素对技术效率影响的动态传递机制。本文结合Hansen(1999)提出的面板阈值回归技术,对MSS模型进行了扩展。这种阈值随机前沿面板数据模型使我们能够以稳健的方式分析特定制度的随机前沿和复杂的技术效率时变模式。利用1970-2007年间44个国家的数据集,我们发现,在优势边界和劣势边界下,劳动力和资本的收入水平以及随时间变化的共同效率存在显著差异。在优势边界下,资本和劳动力投入的生产率更高。更重要的是,在优势边界条件下,共同效率稳步上升,而在低收入国家,技术效率单调下降,这支持了所谓的俱乐部收敛假设。此外,基于var的脉冲响应分析表明,只有当一国达到一定的发展水平后,通过FDI和贸易的开放因素才能帮助该国提高相对于前沿的生产技术和效率地位。
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