"Bob Fires the Kids" was written by Lizzie and Wendy Molyneux, and directed by Boohwan and Kyounghee Lim [REF].
During the recording of the episode, Hader ad-libbed calypso scat singing, which series creator Loren Bouchard cited as an "amazing [example of] when a person comes in and ad-libs music."[REF]