In this paper, a novel quantum anonymous multiparty, multidata ranking (QAMMR) protocol with d-level single-particle states is proposed. Unlike the QKD-basedQAMMR protocol in Ref. [1], the proposed protocol only need to operate single-particlestates without distributing keys among the participants. n(n > 3) participants can correctly and anonymously obtain the rankings of their data, with the help of a semi-honest third party. It is shown that nobody except the participant himself can match the identity with his data by security analysis.