One-Pan Cheesy Chicken and Broccoli Bake

1 cup shredded cheddar cheese.

1 teaspoon garlic powder.

1 teaspoon onion powder.

Salt and pepper to taste.

1 tablespoon olive oil.

1/2 cup milk.

1 cup rice (uncooked).