Staten Island Yankees
Dunn was initially an outfielder, but the Yankees converted him into a pitcher. He made his minor league debut in 2006, pitching for both the GCL Yankees and the Staten Island Yankees. Dunn spent the entire 2007 season with the Charleston RiverDogs, going 12–5 with a 3.42 ERA.