An alternative approach for the panel second stage of data envelopment analysis (DEA) is presented in this paper. Instead of efficiency scores, we propose to model rankings in the second stage using a dynamic ranking model in the score-driven framework. We argue that this approach is suitable to complement traditional panel regression as a robustness check. To demonstrate the proposed approach, we determine research efficiency in the higher education sector by examining scientific publications and analyze its relation to good governance. The proposed approach confirms positive relation to the Voice and Accountability indicator, as found by the standard panel linear regression, while suggesting caution regarding the Government Effectiveness indicator.
翻译:本文提出了一种用于数据包络分析面板数据第二阶段的替代方法。我们建议在第二阶段中不采用效率得分,而是使用基于得分驱动框架的动态排名模型来建模排名。我们认为该方法适合作为传统面板回归的稳健性检验补充。为展示所提方法,我们通过考察科研论文发表量测定高等教育部门的研究效率,并分析其与良好治理之间的关系。该方法证实了与标准面板线性回归一致的结论——研究效率与"发言权与问责制"指标存在正相关关系,但建议对"政府效能"指标的相关性结论持审慎态度。