Joseph Blackburn may refer to:
- Joseph Clay Stiles Blackburn (1838–1918), Kentucky politician
- Joseph Blackburn (cricketer) (1852–1922), English cricketer
- Joseph Blackburn (painter) (1700–1765), English portrait painter
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