揭示中国城际科技流动的核心—边缘动态及其驱动因素

IF 7 1区 经济学 Q1 DEVELOPMENT STUDIES
Ying Na, Xintao Liu
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引用次数: 0

摘要

在中国不均衡的创新格局中,城市间研究人员的流动塑造了城市知识层次。本研究利用ORCID数据重构了一个全国人口流动网络,并应用加权度校正随机块模型(WDSBM)揭示了一个分层的核心-外围结构。少数高流量廊道主导国家交流,加剧空间极化。结合XGBoost和SHAP解释,我们确定了包括学术声望、经济规模、住房成本和地理距离在内的非线性驱动因素,并揭示了关键的交互效应。值得注意的是,精英大学在与高GDP相结合时具有更强的吸引力,而高住房成本即使在高收入城市也会阻碍流动性,除非被制度实力抵消。距离仍然是一个制约因素,但在学术或经济能力较强的城市,距离的影响有所缓解。这些发现强调,流动性不是由单一因素决定的,而是由它们的结构排列决定的。该研究提供了一个将网络地位与行为驱动因素联系起来的混合分析框架,为旨在促进包容和高效创新体系的地方敏感、分层人才政策提供了可操作的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Unveiling the core-periphery dynamics and driving factors of intercity scientific mobility in China
In China's uneven innovation landscape, intercity researcher mobility shapes urban knowledge hierarchies. Using ORCID data, this study reconstructs a national mobility network and applies the Weighted Degree-Corrected Stochastic Block Model (WDSBM) to reveal a hierarchical core–periphery structure. A small number of high-flow corridors dominate national exchanges, reinforcing spatial polarization. Combining XGBoost with SHAP interpretation, nonlinear drivers—including academic prestige, economic scale, housing costs, and geographic distance—are identified, and key interaction effects are revealed. Notably, elite universities exert stronger attraction when paired with high GDP, while high housing costs deter mobility even in high-income cities unless offset by institutional strength. Distance remains a constraint, but its effect is mitigated in cities with strong academic or economic capacity. These findings highlight that mobility is shaped not by single factors but by their structural alignment. The study offers a hybrid analytical framework linking network position with behavioral drivers, providing actionable insights for place-sensitive, tiered talent policies aimed at promoting inclusive and efficient innovation systems.
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来源期刊
CiteScore
10.50
自引率
10.30%
发文量
151
审稿时长
38 days
期刊介绍: Habitat International is dedicated to the study of urban and rural human settlements: their planning, design, production and management. Its main focus is on urbanisation in its broadest sense in the developing world. However, increasingly the interrelationships and linkages between cities and towns in the developing and developed worlds are becoming apparent and solutions to the problems that result are urgently required. The economic, social, technological and political systems of the world are intertwined and changes in one region almost always affect other regions.
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