Shusterman is a surname. Notable people with the surname include:
Dalia Shusterman (born 1973), Canadian-American musician Melissa Shusterman (born 1967), American politician Naum Shusterman (1912–1976), Soviet military officer Neal Shusterman (born 1962), American writer Richard Shusterman (born 1949), American philosopher