From the menu bar, select the star icon.  Hover over the Favorites Links option- any existing favorites will display.  To add or remove a favorite option select the Add New Favorite option.

On the Add New Favorite screen select the plus button to add or the x button to remove. 

Note: Not every page or report is available in this favorites section.  Favorites are dictated for each individual user- not globally or by user group.