Instinctively, one’s answer is: yes. The evidence, though, is less clear cut.
Certainly, corrupt countries tend to be poorer than less corrupt ones. But this could be because in poor countries there are fewer ways to make an honest living, a fact that turns people towards crime and corruption: in the same way, the economic slowdown in the west in recent years has led to increased fraud.