Midwest League
In 2005, the Reds promoted Bailey to the Dayton Dragons, the Reds' Class A franchise in the Midwest League. Bailey appeared in 28 games that season and compiled a record of 8–4. After the season, Baseball America named Bailey as the second-best prospect in the Midwest League.