Data on corruption in Venezuela
The Corruption Perceptions Index of Transparency International could work for you. Chavez was in power from 14 April 2002 – 5 March 2013 and the index is available from 1995-2015 and includes Venezuela. In addition to the cross-country data, there is a more detailed Venezuela page produced by Transparency International.