This situation is more common than you might think, and is known as the bystander effect. That's why the Step UP! Bystander Intervention Program was created.
Step UP! is a comprehensive bystander intervention program that teaches you five decision-making steps, strategies for effective helping, S.E.E. model: Safe, Early, Effective, warning signs, action steps, and resources.