Panken is a surname. Notable people with the surname include:

Aaron D. Panken (1964–2018), American Reform rabbi and academic administrator Harold I. Panken (1910–1999), New York state senator Jacob Panken (1879–1968), American judge and politician Ted Panken, American writer and journalist