Divining the level of corruption: A Bayesian state-space approach

被引:61
作者
Standaert, Samuel [1 ]
机构
[1] Univ Ghent, SHERPPA, B-9000 Ghent, Belgium
关键词
Corruption perception; State-space model; Bayesian econometrics; Worldwide Governance Indicators;
D O I
10.1016/j.jce.2014.05.007
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper outlines a new methodological framework for combining indicators of corruption. The state-space framework extends the methodology of the Worldwide Governance Indicators (WGI) to fully make use of the time-structure present in corruption data. It is estimated using a Bayesian Gibbs sampler algorithm. The state-space framework holds many advantages from a practical, an estimation and a theoretical point of view. Most importantly, it significantly expands the period for which the index can be computed while at the same time addressing the selection bias issues that trouble the Corruption Perceptions Index (CPI). In addition, its estimates are more stable and have smaller confidence intervals than both CPI and WGI. Because the estimation is transparent and data is entered without any manipulations, the estimation procedure is more objective. Journal of Comparative Economics 43 (3) (2015) 782-803. SHERPPA, Ghent University, Tweekerkenstraat 2, 9000 Ghent, Belgium. (C) 2014 Association for Comparative Economic Studies Published by Elsevier Inc. All rights reserved.
引用
收藏
页码:782 / 803
页数:22
相关论文
共 19 条
[1]  
[Anonymous], 2010, WORLD BANK POLICY RE
[2]  
[Anonymous], 1999, State-Space Models with Regime Switching: Classical and Gibbs-Sampling Approaches with Applications, DOI 10.2307/2669796
[3]  
Arndt Christiane., 2006, USES ABUSES GOVERNAN
[4]  
Carlin B.P. e., 1998, Bayes and Empirical Bayes Methods for Data Analysis
[5]  
CARTER CK, 1994, BIOMETRIKA, V81, P541
[6]  
Durbin J., 2012, Time series analysis by state space methods, V38
[7]   Defining governance matters: A factor analytic assessment of governance institutions [J].
Givens, David .
JOURNAL OF COMPARATIVE ECONOMICS, 2013, 41 (04) :1026-1053
[8]  
Graf Lambsdorff J., 2005, TECHNICAL REPORT
[9]  
Heston A., 2012, Penn World Table Version 7.1
[10]   The tyranny of international index rankings [J].
Hoyland, Bjorn ;
Moene, Karl ;
Willumsen, Fredrik .
JOURNAL OF DEVELOPMENT ECONOMICS, 2012, 97 (01) :1-14