The role of social and psychological related soft information in credit analysis: Evidence from a Fintech Company

•Social and psychological related soft information can highly increase the predictive power of the credit analysis model.•Hard and soft information combined model performs the best but soft solely model outperformed hard solely model.•Soft information plays more important role when the business environment doesn’t have adequate financial related hard information.