Here’s a quick little tip that took me a long time to figure out.
Within WordPress, multiple sizes of images can be created when a photo is uploaded, such as thumbnail, medium and large. This is controlled in the Settings/Media. However, none of these settings control the size of the thumbnail for a Featured Image. This is actually defined in the functions.php file of your theme.