Preheat the oven to 400°F (200°C).
In a large skillet, brown the Italian sausage over medium heat until cooked through.
Add the diced potatoes, onion, garlic, olive oil, salt, and pepper to the skillet.
Transfer the mixture to a baking dish and bake for 30 to 35 minutes, or until the potatoes are tender.