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The link between geographical leadership mobility and policy isomorphism is rarely discussed in the extant literature. We argue that the geographical leadership mobility encourages local executives to converge their development experiences in their original working jurisdictions and their current positions. The distinct Chinese political personnel system provides an ideal environment that allows researchers to examine the isomorphic effects of geographical leadership mobility. This research builds a dataset of local social spending between 1998 and 2011 as well as a database of the leadership mobility history of provincial executives in China. Results of the spatial panel analysis (SPA) demonstrate that the geographical leadership mobility (i.e., horizontal, top‐down, and bottom‐up) of governors stimulates the regional isomorphism of provincial education and health care spending. The empirical findings affirm the effectiveness of the effort of the Chinese central government in narrowing the regional inequality of social welfare provision through the geographical mobility of local leadership. [ABSTRACT FROM AUTHOR]