Save Type Surname Usage English (American) Pronounced Pron. Learn(American English) [key] Meaning & History The surname Learn is traced to an 18th-century settler and his family who lived in what is now Tannersville, Pa. It is an Anglicized version of the Germanic "Loehrner," which name the settler and his family also used.