The Lucky Horseshoe neighborhood is bound by Central Avenue to the North, Oakdale Avenue to the east, Longfield Avenue to the south and Taylor Boulevard to the west. The majority of land in Lucky Horseshoe is occupied by Churchill Downs, a historic horseracing track that hosts the Kentucky Derby, hence the neighborhood name.