The title riffs on Bill Nye the Science Guy, the educational television persona associated with Bill Nye, by twisting a familiar science-presenter setup into a playground insult. Clips using this phrasing circulate on soundboards and in short meme edits because the joke is instantly readable even out of context. Its popularity comes less from a single scene than from repeat use as a quick insult sound, reaction tag and fake fact punchline that viewers recognize from the title alone before pressing play.