Preheat the oven to 375°F and lightly grease a 9x13 baking dish.
In a large bowl, stir together the uncooked rice, cream of chicken soup, chicken broth, diced onion, minced garlic, olive oil, salt, and pepper until evenly combined.
Pour the rice mixture into the prepared baking dish and spread it into an even layer.
Place the chicken thighs on top of the rice. Sprinkle them with paprika, plus a little extra salt and pepper.
Cover the dish tightly with foil and bake for 45 minutes.
Remove the foil, sprinkle the shredded cheddar cheese over the chicken and rice, and bake uncovered for 10 more minutes until the cheese melts and the rice is tender.