A jury on Thursday found Dylann Roof guilty of all charges in the racially motivated killing of nine black church worshipers in Charleston, S.C., last year.

The same 12-member jury will decide whether to give the 22-year-old a sentence of life in prison or the death penalty during a second, sentencing phase of the federal case, which is scheduled to start Jan. 3.

The...