This study applies an intensity-connectivity framework to analyze changes in interethnic marriage. Drawing on Das Gupta's standardized decomposition method, it decomposes the total volume of intermarriage into two dimensions: intensity, defined as the average number of interethnic marriages per connected ethnic-group pair, and connectivity, defined as the proportion of connected ethnic-group pairs among all possible ethnic-group pairs. Based on interethnic marriage matrices for 56 ethnic groups from the 2000, 2010, and 2020 national population censuses, the study examines both aggregate network change and ethnic-group-level heterogeneity. Because the census data are stock rather than flow data, both measures describe accumulated relational structures rather than newly formed marriages.
The results show that China's interethnic marriage network underwent a structural change from breadth expansion to depth accumulation between 2000 and 2020. The total volume of interethnic marriage increased from 8.04 million in 2000 to 9.64 million in 2020, but the structural sources of this growth differed across periods. From 2000 to 2010, connectivity accounted for 93.8% of the increase, indicating that growth was driven primarily by the formation of marriage ties among previously unconnected ethnic groups. From 2010 to 2020, intensity contributed 120.9% of the increase, while the contribution of connectivity became negative. In this period, growth was driven by the accumulation of marriages within existing ties, whereas the decline in connectivity may reflect the disappearance of some weak or low-frequency ties. Accordingly, network connectivity followed an inverted U-shaped trajectory, rising from 2000 to 2010 and declining from 2010 to 2020.
At the ethnic-group level, changes in interethnic marriage were heterogeneous. The study identifies four types of structural change: depth accumulation, breadth expansion, simultaneous depth and breadth expansion, and marriage contraction. Most ethnic groups fall into the depth accumulation type, indicating that their growth in interethnic marriage mainly came from the deepening of existing ties. A small number of groups showed continued expansion in their relational scope, while others experienced both expansion and deepening. For a few groups with small populations and sparse ties, the loss of a few existing marriages may lead to contraction.
These findings show that changes in interethnic marriage cannot be adequately understood through intermarriage rates alone. The intensity-connectivity framework reveals the reorganization of the scope and accumulated depth of interethnic marriage ties, while the typology suggests that differing network positions should be fully considered when promoting interaction, communication, and integration among all ethnic groups in China.
Based on the data of China Longitudinal Aging Social Survey (CLASS) from 2018 to 2023, this study adopts the two-way fixed effect model to empirically examine the impact, potential mechanism, heterogeneity, and synergistic effect with smart devices of age-friendly home renovation on older adults' health. Grounded in the ICF framework, the study reveals the health-promoting pathways of age-friendly home renovation from physical, social, and psychological dimensions, and its synergistic effect with smart elderly care devices. This study provides practical references for promoting the construction of age-friendly home renovation, developing smart home-based elderly care services, and improving the building of age-friendly environments, thus possessing important theoretical and practical implications.
The findings indicate that age-friendly home renovation not only reduces the degree of disability among older adults but also alleviates the level of depressive symptoms. Mechanism analysis reveals that age-friendly home renovation promotes older adults' health by reducing the risk of falls and social isolation, as well as by promoting positive age identity. Heterogeneity analysis reveals stronger health-promoting effects among older adults aged 75 and above, those in empty-nest households, and those in rural areas. Moderation effect results show that smart devices positively moderate the relationship between age-friendly home renovation and older adults' health. Based on these findings, this study proposes policy recommendations including improving the quality and health benefits of age-friendly home renovation, implementing stratified and targeted renovation strategies, and advancing the deep integration of age-friendly home renovation with smart elderly care.
This study goes beyond previous policy evaluations that primarily focused on community public environments, shifting the unit of analysis to the home environment and examining the health effects of age-friendly home renovation from the perspective of physical and mental health, thereby addressing the limitations in existing research that has paid insufficient attention to the health impacts of family physical spaces. By constructing a systematic pathway across physical, social, and psychological environmental dimensions, this study extends age-friendly home renovation from the traditional “competence-press” fit model toward a new “resource-empowerment” perspective. Furthermore, by incorporating smart devices into the person-environment interaction framework, this study not only expands the analytical framework of person-tool-environment interaction within ecological theory of ageing but also enhances the explanatory power and application value of this theory in the context of smart elderly care.