- Hayley reveals that Stan has many different lapels pins that he keeps on his dresser.
- When Roger is at college, Elgar's "Pomp And Circumstance No. 1" plays, a piece often played at college graduations.
- Def Leppard's "Photograph" plays as Hayley tries to retake the pictures.
- When the guys enter the 80s mall, Falco's "Der Kommissar" can be heard.
- Roger visits a Tumi luggage store.
- Hayley wears the same dress in "Good Job - I Killed Three Teenagers" that she does in "Love, American Dad Style".
- Francine said that she never went college, and yet said she met Stan there in the Pilot. Also, she mentioned stabbing her college roommate to death in "Family Affair".
- There have been multiple episodes where Roger has gotten a degree as in "The Adventures of Twill Ongenbone And His Boy Jabari", posed as a professor in "Iced, Iced Babies" or spent a short time pledged to Theta Sigma (ΘΣ) at Groff Community College in "With Friends Like Steve's", however, it is unknown if he really attended classes.
- On the Jeremy Neiderhoff's Discovery envelope, it says that the Smiths live on 416 Cherry Street when they actually live on 1024 Cherry Street.
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