Combine chicken, chili powder, paprika, onion powder, garlic powder, cumin, cayenne pepper, salt and cornstarch in a bowl. Toss until chicken is well coated. Add onions, peppers, and olive oil. Toss to coat. Pour chicken mixture into a 13X9 baking dish.