An underdog is a party in a competition, frequently in electoral politics or sports, who is popularly expected to lose. If the underdog wins, the event is known as an upset.
In 1980, the United States hockey team consisting of amateurs and college players defeated the Olympic hockey superpower, the Soviet Union. The amazing upset was called the "Miracle on Ice"