The story
From school + -er. Compare the similarly formed doublet scholar and the name Schuyler.
Etymology from Wiktionary, CC BY-SA 4.0.
schooler
Today it means: A student, or in some cases member, of a particular type of school or schooling. (ordinarily used in combinations such as "high schooler") Full definition →