One-Pan Cheesy Chicken and Broccoli Bake

1 cup shredded cheddar cheese

1 cup cooked rice

1 teaspoon garlic powder

1 teaspoon onion powder

Salt and pepper to taste

1 tablespoon olive oil

1/2 cup chicken broth