Tannen graduated from Hunter College High School and completed her undergraduate studies at Harpur College (now part of Binghamton University) with a B.A. in English Literature. Tannen went on to earn a Masters in English Literature at Wayne State University. Later, she continued her academic studies at UC Berkeley, earning an M.A. and a Ph.D. in Linguistics.