Why does it take less effort to thrw a marble than a basketball?

It takes less effort to throw a marble than a Basketball because a marble has less mass and inertia, making it easier to accelerate and release. The smaller size and weight of the marble mean that you need less force to get it moving compared to the larger and heavier basketball.