Daphne Reid and Ross Bagley are the only cast members not interviewed by Will Smith, as many of the bloopers showcased in the episode do not contain these two actors.
The title is based on that of "Whoomp! (There It Is)" by Tag Team.
Dick Clark appears in the opening. This is his second appearance on the show as himself, the first being season 4 episode 26 The Philadelphia Story (1994).
In the opening Will Smith questions what Dick Clark knows about bloopers, and Clark replies "I think I know a thing or two." Dick Clark hosted the bloopers show Super Bloopers and Practical Jokes (1984) in the 1980s & 1990s.
This blooper special was taped during the making of "I, Stank Hole in One". The casts' clothes were identical.