In a large skillet, heat olive oil over medium heat until hot but not smoking. Add scallions and ginger, and cook, stirring occasionally, until tender, about 3 minutes. Add kimchi and kimchi juice. Cook, stirring occasionally, until hot and liquid is mostly reduced, about 2 minutes. Add rice, sesame oil, and soy sauce, and stir to incorporate well.