Critical success factors and architecture of innovation services models in data industry

•This study proposed three innovative services models for the data industry.•This study explored the successful influencing factors in the data industry.•This study analyzed a role model of the big data industry to propose possible big data services models.•A multi-layer services platform architecture based on blockchain was designed.