Three isn’t arbitrary. Three is the simplest comedic structure.
The one establishes the story. (A bicyclist touches the man’s car.) The two builds up a strong assumption. (The bicyclist always does this and will keep on doing it.) The three reverses the strong assumption, sending it skittering across the pavement. For stand-up comics, the shock of a reversed assumption is what creates laughter.