Faulkner was born in August 1943 to Louis and Del Greenfield. She was raised in the Erlton neighborhood of Cherry Hill, New Jersey and graduated from Moorestown Friends School in 1961. She received a bachelor's degree in mathematics from Dickinson College and a master's degree in computer science from the University of Wisconsin–Madison.