J
- J. A. Bailey, English cricketer and cricket administrator
- J. O. Bailey, American literary academic
- J. R. Bailey, American singer-songwriter
- Jack Bailey (actor), American actor
- Jacob Whitman Bailey, American naturalist
- James Bailey (disambiguation), multiple people
- Jerry D. Bailey, American jockey
- Jo Bailey, Australian hairdresser
- Joel Bailey, American soccer player
- Joh Bailey, Australian hairdresser
- John Bailey (disambiguation), multiple people
- Jonathan Bailey, British bishop
- Joseph Bailey, American Civil War general
- Joseph Russell Bailey, 1st Baron Glanusk, was a UK Member of Parliament
- Joseph Weldon Bailey, American politician
- Josh Bailey, Canadian hockey player, NY Islanders
- Josiah William Bailey, American politician
- Judith Bailey, American university president
- Judy Bailey, New Zealand television personality
- Julian Bailey, British racing driver
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