Joe Bailey is a Canadian former ice hockey player. He played in the 1966–67 season in the top tier of the Ontario Hockey Association with the Junior "A" Niagara Falls Flyers.
Bailey was selected by the Boston Bruins in the 1st round (4th overall) of the 1965 NHL Amateur Draft, but never played a game in the National Hockey League.
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