Identifying corruption through latent class models: evidence from transition economies
Evaluation of corrupt activities is incrementally based on administration of questionnaires to firms in business, and generally involves a large number of items. Data collected by questionnaires of this type can be analyzed by Latent Class (LC) models in order to classify firms into homogeneous groups according to the perception of corruption. In this paper, we propose a multidimensional framework, based on an LC model, to identify various types of corruption. By using a dataset for transition economies, we identify four classes of corrupt activities, which go beyond the usual classification into administrative and political types of corruption; we then validate our estimates by using a direct administrative corruption index from the same dataset and by comparing, at country level, corruption perception rankings published by Transparency International. The potential of the proposed approach is illustrated through an application to the relationship between firms' competitiveness and the identified latent corruption classes, with evident heterogeneity in the interpretation of results regarding policy implications.
|Date of creation:||13 Jan 2013|
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- Axel Dreher & Christos Kotsogiannis & Steve McCorriston, 2004.
"Corruption Around The World: Evidence From A Structural Model,"
- Dreher, Axel & Kotsogiannis, Christos & McCorriston, Steve, 2007. "Corruption around the world: Evidence from a structural model," Journal of Comparative Economics, Elsevier, vol. 35(3), pages 443-466, September.
- Axel Dreher & Christos Kotsogiannis & Steve McCorriston, 2007. "Corruption Around the World: Evidence from a Structural Model," Discussion Papers 0702, Exeter University, Department of Economics.
- Clara Delavallade, 2012.
"What Drives Corruption? Evidence from North African Firms,"
Journal of African Economies,
Centre for the Study of African Economies (CSAE), vol. 21(4), pages 499-547, August.
- Clara Delavallade, 2011. "What Drives Corruption? Evidence from North African Firms," SALDRU Working Papers 68, Southern Africa Labour and Development Research Unit, University of Cape Town.
- Clara Delavallade, 2011. "What Drives Corruption? Evidence from North African Firms," Working Papers 244, Economic Research Southern Africa.
- Svensson, Jakob, 2000.
"Who must pay bribes and how much? Evidence from a cross-section of firms,"
Policy Research Working Paper Series
2486, The World Bank.
- Jakob Svensson, 2003. "Who Must Pay Bribes And How Much? Evidence From A Cross Section Of Firms," The Quarterly Journal of Economics, MIT Press, vol. 118(1), pages 207-230, February.
- Svensson, Jakob, 2002. "Who Must Pay Bribes and How Much? Evidence from a cross-section of firms," Seminar Papers 713, Stockholm University, Institute for International Economic Studies.
- Robert Neumann & Peter Graeff, 2010. "A Multitrait-Multimethod approach to pinpoint the validity of aggregated governance indicators," Quality & Quantity: International Journal of Methodology, Springer, vol. 44(5), pages 849-864, August.
- Herzfeld, Thomas & Weiss, Christoph, 2003. "Corruption and legal (in)effectiveness: an empirical investigation," European Journal of Political Economy, Elsevier, vol. 19(3), pages 621-632, September.
- Andrei Shleifer & Simeon Djankov & Edward L. Glaeser & Rafael La Porta & Florencio Lopez de Silanes, 2003.
"The New Comparative Economics,"
Yale School of Management Working Papers
ysm355, Yale School of Management.
- Djankov, Simeon & Glaeser, Edward & La Porta, Rafael & Lopez de Silanes, Florencio & Shleifer, Andrei, 2003. "The new comparative economics," Policy Research Working Paper Series 3054, The World Bank.
- Simeon Djankov & Edward L. Glaeser & Rafael La Porta & Florencio Lopez-de-Silane & Andrei Shleifer, 2003. "The New Comparative Economics," NBER Working Papers 9608, National Bureau of Economic Research, Inc.
- Simeon Djankov & Edward L. Glaeser & Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer, 2003. "The New Comparative Economics," Harvard Institute of Economic Research Working Papers 2002, Harvard - Institute of Economic Research.
- Djankov, Simeon & Glaeser, Edward L & López-de-Silanes, Florencio & Shleifer, Andrei, 2003. "The New Comparative Economics," CEPR Discussion Papers 3882, C.E.P.R. Discussion Papers.
- Francesco Bartolucci, 2007. "A class of multidimensional IRT models for testing unidimensionality and clustering items," Psychometrika, Springer, vol. 72(2), pages 141-157, June.
- Licht, Amir N. & Goldschmidt, Chanan & Schwartz, Shalom H., 2007.
"Culture rules: The foundations of the rule of law and other norms of governance,"
Journal of Comparative Economics,
Elsevier, vol. 35(4), pages 659-688, December.
- Amir N. Licht & Chanan Goldschmidt & Shalom H. Schwartz, 2003. "Culture Rules: The Foundations of the Rule of Law and Other Norms of Governance," William Davidson Institute Working Papers Series 2003-605, William Davidson Institute at the University of Michigan.
- Cappellari, Lorenzo & Jenkins, Stephen P., 2006. "Summarizing multiple deprivation indicators," ISER Working Paper Series 2006-40, Institute for Social and Economic Research.
- Rafael Di Tella & Alberto Ades, 1999. "Rents, Competition, and Corruption," American Economic Review, American Economic Association, vol. 89(4), pages 982-993, September.
- Staffan Andersson & Paul M. Heywood, 2009. "The Politics of Perception: Use and Abuse of Transparency International's Approach to Measuring Corruption," Political Studies, Political Studies Association, vol. 57, pages 746-767, December.
- James H. Anderson & Cheryl W. Gray, 2006. "Anticorruption in Transition 3 : Who is Succeeding... and Why?," World Bank Publications, The World Bank, number 7089, March.
- Bliss, Christopher & Di Tella, Rafael, 1997. "Does Competition Kill Corruption?," Journal of Political Economy, University of Chicago Press, vol. 105(5), pages 1001-23, October.
- Falcetti, Elisabetta & Lysenko, Tatiana & Sanfey, Peter, 2006.
"Reforms and growth in transition: Re-examining the evidence,"
Journal of Comparative Economics,
Elsevier, vol. 34(3), pages 421-445, September.
- Elisabetta Falcetti & Tatiana Lysenko & Peter Sanfey, 2005. "Reforms and growth in transition: re-examining the evidence," Working Papers 90, European Bank for Reconstruction and Development, Office of the Chief Economist.
- Jakob Svensson, 2005. "Eight Questions about Corruption," Journal of Economic Perspectives, American Economic Association, vol. 19(3), pages 19-42, Summer.
- Reinikka, Ritva & Svensson, Jakob, 2003. "Survey techniques to measure and explain corruption," Policy Research Working Paper Series 3071, The World Bank.
- Pranab Bardhan, 1997. "Corruption and Development: A Review of Issues," Journal of Economic Literature, American Economic Association, vol. 35(3), pages 1320-1346, September.
- Bartolucci, Francesco & Giorgio E., Montanari & Pandolfi, Silvia, 2012. "Item selection by an extended Latent Class model: An application to nursing homes evaluation," MPRA Paper 38757, University Library of Munich, Germany.
- Alberto Ades & Rafael Di Tella, 1997. "The New Economics of Corruption: a Survey and Some New Results," Political Studies, Political Studies Association, vol. 45(3), pages 496-515.
- Naci Mocan, 2008.
"What Determines Corruption? International Evidence From Microdata,"
Western Economic Association International, vol. 46(4), pages 493-510, October.
- Naci Mocan, 2004. "What Determines Corruption? International Evidence from Micro Data," NBER Working Papers 10460, National Bureau of Economic Research, Inc.
- Bernard Gauthier & Ritva Reinikka, 2006.
"Shifting Tax Burdens through Exemptions and Evasion: an Empirical Investigation of Uganda,"
Journal of African Economies,
Centre for the Study of African Economies (CSAE), vol. 15(3), pages 373-398, September.
- Gauthier, Bernard & Reinikka, Ritva, 2001. "Shifting tax burdens through exemptions and evasion - an empirical investigation of Uganda," Policy Research Working Paper Series 2735, The World Bank.
- Axel Dreher & Martin Gassebner, 2013. "Greasing the wheels? The impact of regulations and corruption on firm entry," Public Choice, Springer, vol. 155(3), pages 413-432, June.
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