Using the ordinal-pattern concept in permutation entropy, we propose a model sufficiency test to study given model's point prediction accuracy. Compared with some classical tests, such as Broock et al.'s (1996) test, our proposal does not require sufficient eliminate all structures exhibited estimated residuals. When innovations investigated data's underlying dynamics show certain structure, hi...