From the perspective of evolutionary game, this paper demonstrates the internal mechanism and evolution process of information sharing among horizontal enterprises in the cluster supply chain. Our results show that the number of information sharing, the marginal benefit of information sharing, the ability of information absorption, the incentive coefficient and the penalty coefficient for "free-riding behavior" are positively promoted to the information sharing behavior of enterprises in the supply chain. However, the marginal cost and risk coefficient of information sharing have a negative impact. Based on these influencing factors and the problem existing in the information sharing, the paper puts forward some suggestions to strengthen the awareness of enterprise information sharing, improve the information absorption capacity, establish an information sharing mechanism, and promote the coordinated development of enterprises.
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