Johnson was a final-year cadet at Starfleet Academy in the 2350s.
Johnson studied Advanced Security Techniques in the same class as Tasha Yar circa 2358. Johnson also played piano.
Commander Darryl Adin mentioned this to Yar as an example of the usefulness of knowing the talents of one's teammates. (TNG novel: Survivors)