

Bye, Bye, Nerdie/References
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Cultural references
- The episode title is a pun on the musical Bye Bye Birdie.
- The breakfast cereal Stabby-Oh's, which Itchy and Scratchy advertise at the very beginning of the episode, is a parody of Lucky Charms.
- During the scene where Marge chases the school bus, Milhouse says, "It's like Speed 2! Only with a bus instead of a boat!", off-handedly summarizing the plot of the original film, Speed.
- When Bart and Milhouse are making unkind comments about Francine Rhenquist on her first day at Springfield Elementary School, Milhouse says, "Yeah, she thinks she's Babe:Pig in the City", referring to the second movie about Babe the pig.
- The song playing during the baby-proofing montage is '"Always Safety First" by NRBQ.
Goofs
- In the chase scene, Milhouse is sitting on the left side (our view), however after Otto reverses to pick up the new kid, Milhouse is on the right side.
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