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- Mack Rice (born 1933), U.S. songwriter
- Mandy Rice-Davies (born 1944) British woman involved in the political Profumo, Macmillan sex scandal
- Marjorie Rice (born 1923), U.S. amateur mathematician
- Matthew Rice (born 1982), U.S. college and professional football player
- Michael A. Rice (born 1955), U.S. academic and Rhode Island state legislator
- Michael W. Rice (born 1945), U.S. businessman, president of Utz Quality Foods
- Mike Rice, American basketball coach and sportscaster
- Mike Rice Jr., (born 1966) American basketball coach
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