Clips of this episode are seen in the Weezer video "Buddy Holly."
This is Charlene Tilton's first television appearance.
Marc McClure is credited as "Marc A. McClure."
Steve Zacharias is credited as "Steven Zacharias."
The episode title comes from the title of the 1969 movie, They Shoot Horses, Don't They?, which was also about a dance marathon.