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The global urbanization process requires solving the issues of rural and poverty, and research on the coupling patterns and correlational effects of rurality and regional poverty governance change can provide references for promoting regional urban-rural integration and rural revitalization. Based on the analysis of the conceptual relationship and interaction mechanism between rurality and poverty, this paper revealed the spatio-temporal pattern evolution characteristics and correlational effects of the rurality index (RI) and poverty governance level (PGL) in 91 counties of the rocky desertification area of Yunnan-Guangxi-Guizhou (RDAYGG) in China from 2005 to 2020 by using the multi-index comprehensive evaluation, Person correlation coefficient, and fixed effects model. The results showed that (1) there are similarities and differences between rurality and poverty. The logic of rurality affecting poverty governance …