Following her departure from IBM, Conway underwent gender affirmation surgery, aligning her physical appearance with her gender identity.

Conway faced significant challenges in re-entering the tech industry due to the stigma associated with being transgender. She began working under a new identity, carefully concealing her past to avoid discrimination. She worked for a small company.