I agree and would like to add 2 more point ...i.e "population" and "education" .... countries with high population has high corruption because gap between rich and poor increases along with heavy unbearable weight on providing food, housing, education and other infrastructure ....

same goes with literacy rate: highly literate society has low corruption ...