Contents of Scroll View UI won't display

Symptoms:

My exact symptoms were that the Scroll View contents would be displayed if I played from the scene with the Scroll View, but if I started in another scene and went to that scene the Scroll View would be empty.

Solution:

Set the Under the Scroll Rect component of the Scroll View set the visibility to "Permanent".