One-Pan Cheesy Broccoli Rice Casserole

1 can (15 oz) of chicken broth.

1 cup shredded cheddar cheese.

1/2 cup milk.

1/2 teaspoon garlic powder.

1/2 teaspoon onion powder.

Salt and pepper to taste.

1 tablespoon olive oil.