Stahl was born on May 27, 1922. After earning a master's degree from Hofstra University in 1957, with the thesis Exciton states in semiconductors, she became a faculty member at California State University, Los Angeles in 1958, the first woman physicist at the university. She completed a doctorate at the Claremont Graduate School with the 1969 dissertation Teaching Physics for Scientific Literacy.