Covariant and contravariant coordinates are commonly used in special relativity.
Layman
Explanations in this section should contain no formulas, but instead colloquial things like you would hear them during a coffee break or at a cocktail party.
Student
The best explanation can be found in Chapter 4 in "A Student's Guide to Vectors and Tensors" by Daniel A. Fleisch