- The title is a reference to the novel, The Man in the Gray Flannel Suit.
- Homer last experienced luck through pain in the episode, Million Dollar Maybe.
- The new sector Homer goes to work at, 22F, may be a reference to the last three digits of the previous episode's production code reversed (NABF22).
- Lisa's toy is Binky from Matt Groening's comic strip Life in Hell.
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