I would have to say the most important piece is the king. It tends to be a mistake to sacrafice the king, even if you think that you will get decent positional compensation 😉
As for my favorite piece, I like the queen. She is almost required for big attacks (there are exceptions, I know). But the queen is the most powerful and deadly piece on the board.