The title of this episode comes from the Latin expression post hoc, ergo propter hoc, a logic fallacy which President Bartlet (Martin Sheen) references in the episode.
William Duffy is credited as "Bill Duffy" and as playing a Staffer. His character is later identified as Larry.
Bradley James is credited as playing a Secret Service Agent. His character is later identified as Donnie.