A cautious ranking methodology with its application for stock screening.

•A cautious ranking methodology is built, which involves data representation, feature selection and ranking mechanism.•The form of interval data is introduced for reflecting the fluctuation of indicators.•An ordered-relevance-preserving feature selection method is constructed in a systematic ranking methodology.•Case studies show that the proposed systematic approach is efficient and effective.•This study provides a new view and thinking for ranking decision.