Place chicken and potatoes into a large bowl. Pour olive oil over them and stir to coat. Scatter the chicken and potato pieces in a large roasting tray or baking tray with sides. Sprinkle with rosemary, oregano, garlic powder, salt and pepper.
Bake for 1 hour in the preheated oven uncovered. Baste during the last 15 minutes for extra crispness.