Preheat your oven to 350°F (175°C). Grease a 9×13 inch baking dish.
In a large skillet, cook the ground beef, chopped onion, and minced garlic over medium heat until the beef is browned. Drain any excess fat.
Stir in the uncooked rice, beef broth, and cream of mushroom soup. Add the salt, black pepper, and paprika. Bring to a boil, then reduce the heat and let it simmer for 5 minutes.
Transfer the mixture to the greased baking dish. Cover it with aluminum foil and bake for 25 minutes.
Remove the foil, sprinkle the shredded cheddar cheese over the top, and bake uncovered for an additional 10-15 minutes, or until the cheese is melted and bubbly.
Before serving, garnish with chopped parsley.