Abstract This paper constructs a macro-level theoretical framework, grounded in the theory of creative destruction, to explain how big data sharing affects individuals’ welfare from the perspectives of consumption and privacy. First, we treat data as a new type of production factor and endogenize it within the production function. We then propose an innovative view: individuals’ welfare is influenced by both the privacy cost of big data sharing and their consumption levels.