Rank reports are reports that look more like a leaderboard: Players are on the vertical axis and statistical variables on the horizontal axis. Here is an example:

On Rank reports, you can drag the columns into the order you want but the rows are fixed.

By default, the first column (which is the first stat variable that you select) will be the one that is ranked. You can click on any other column header in order to sort by that column instead.