Nujoma was born in Windhoeks Old Location and raised by his mother Kovambo, as his father, SWAPO leader Sam Nujoma left for exile when Utoni was eight years old.
In 1974 Nujoma was sent to the Soviet Union to receive training in guerrilla warfare.