The main purpose of this paper is to provide an algorithm for government to determine the advantage of movie industry to develop cultural and creative industry under fuzzy environment. The fundamental concepts we have adopted include the fuzzy Delphi method, balanced scorecard, analytic hierarchy process, fuzzy set theory and multi-criteria decision-making method. With the literature review and the investigations of Taiwan cultural and creative industry, we get the key factors. After condensing some criteria, we construct the hierarchical structure of develop cultural and creative for movie industry. The fuzzy Delphi method is integrated with the eigenvector method to form a set of pooled weights of the extracted criteria. The concepts of triangular fuzzy number and linguistic variables are used to assess the preference ratings of linguistic variables, ‘importance’ and ‘appropriateness’. Through the hierarchy intergration, we obtain the final scores of alternatives. Then we use a revised Chang and Chen's ranking method to rank the final scores and rank the final scores for making decision. With Taiwan movie industry to be the practical case, it is discussed to see the possible advantages of the proposed method.