Another crossbill species on Hispaniola in the Caribbean was previously treated as a subspecies (Loxia leucoptera megaplaga), but is now treated as a distinct species: the Hispaniolan crossbill (Loxia megaplaga). It is associated with the Hispaniolan pine tree (Pinus occidentalis), and differs from the two-barred crossbill in darker plumage, a stouter bill, and its geographic isolation compared to other crossbill species.