What Do "Analog" and "Digital" Actually Mean?

It was a Friday night and my friend and I were a few beers in. He was discussing his job and how they like to make a big deal about the fact that they are going "all digital" in some area, and in his inebriated state he stopped and asked "what does 'digital' even mean?"…