Since 1996 the World Bank Institute and the Research Department of the World Bank have been developing six governance indicators called the Worldwide Governance Indicators (WGI). The six dimensions of governance include control of corruption, measuring perceptions on corruption. Based on the literature review as well as the data itself, this paper concludes that the conceptual and empirical issues on building governance indicators constitute an ongoing project. © 2009 Copyright The American Political Science Association.