Jerković or Jerkovic is a surname. Notable people with the surname include:
Antonio Jerkovic, American-educated photographer of Croatian origins
Dražan Jerković (1936–2008), Croatian and Yugoslav football forward, and manager
Goran Jerković (born 1965), footballer
Goran Jerković (born 1986), footballer
Ivan Jerković (born 1979), footballer
Ivona Jerković (born 1984), Serbian female basketball player
Jurica Jerković (born 1950), former Croatian footballer
Vedran Jerković (born 1991), footballer