[Organizers] Basic : explaining Single and Double Elimination structures

What is the difference between a single and double elimination tournament ? Most of you seem to know the answer, but for the newcomers, here are some single answers, doubled (pun intended) with how each structure will impact your work load as a tournament organizer !