Key word is perception. A society can be very inaccurate in how it perceives its own country. Take the US, for example. In a recent survey, people were largely off regarding inequality. There are other instances of crooked relationship between entities that people (and laws, even) don't regard as corruption, such as lobbying, affecting perception outcome in surveys.