"Atomic Habits" by James Clear is mentioned as a pivotal book that shifted the speaker's perspective towards focusing on outcomes rather than just inputs. The speaker realized that growth without goals is like driving a fast car in the wrong direction, highlighting the book's emphasis on the importance of setting clear goals for personal and professional development.