An astronaut selected by NASA in 1994, Bloomfield began working at the Johnson Space Center in March 1995. He worked as Chief of Safety for the Astronaut Office, Chief Instructor Astronaut, Director of Shuttle Operations, and Chief of the Shuttle Branch. His last NASA position was Deputy Director of Flight Crew Operations.