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Does the digitalization of hometowns promote return migrants’ entrepreneurship? Empirical evidence from panel data for China 家乡数字化是否促进了返乡务工人员创业?来自中国面板数据的经验证据
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2025-11-29 DOI: 10.1016/j.apgeog.2025.103855
Jiangbin Yin , Guixiang Yi , Ruiguang Ma , Le Chen , Shuhan Yang
Increased return migration and digitalization have opened up new opportunities for growth in rural areas and narrowed the urban-rural divide. However, there is still a lack of empirical evidence regarding the effect of regional digitalization on the entrepreneurship among return migrants. Based on the 2010–2018 China Family Panel Studies (CFPS) data and regional digitalization data, we explore the impact of digitalization in hometowns on return migrants' entrepreneurial decisions and its internal mechanism by using a panel modelling approach. we find that the level of digitalization in the hometown is significantly associated with an increased likelihood of returnee entrepreneurship, and the findings are robust, which reflect a potential promoting effect based on our causal identification design. Specifically, regional digitalization is linked to a higher entrepreneurial probability mainly through potential channels of promoting internet use and alleviating financing constraints, while the impact of improving government administration is not tested. The study also finds that the impact of digitalization on returnee entrepreneurship varies across individuals and regions. Our findings have important implications for research and practice on rural entrepreneurship in the digital era.
回流人口和数字化的增加为农村地区的发展提供了新的机遇,缩小了城乡差距。然而,关于区域数字化对返乡农民工创业的影响,目前还缺乏实证证据。基于2010-2018年中国家庭面板研究(China Family Panel Studies, CFPS)数据和区域数字化数据,采用面板建模方法,探讨了数字化对返乡农民工创业决策的影响及其内在机制。研究发现,归国数字化水平与海归创业的可能性显著相关,且结果稳健,反映了基于因果识别设计的潜在促进效应。具体而言,区域数字化主要通过促进互联网使用和缓解融资约束的潜在渠道与更高的创业概率相关联,而改善政府管理的影响尚未得到检验。研究还发现,数字化对海归创业的影响因个人和地区而异。研究结果对数字时代农村创业的研究与实践具有重要启示意义。
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引用次数: 0
Will remote work drive a new wave of suburbanisation in Poland? Analysing the relocation preferences of Polish office employees 远程工作是否会在波兰掀起新一轮的郊区化浪潮?分析波兰办公室员工的搬迁偏好
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2025-11-29 DOI: 10.1016/j.apgeog.2025.103848
Sławomir Kuźmar , Beata Woźniak-Jęchorek , David Bole
This study assesses how the growing availability of working from home (WFH) shapes office employees' preferences to move to the suburbs and pinpoints potential factors that drive those intentions. We focus on Poland, where the housing market is shaped by exceptionally high home-ownership rates and specific suburbanisation patterns. We surveyed city-dwelling office employees (living in municipalities of 100,000 or more) to gauge their willingness to relocate. Logistic-regression estimates then linked those intentions to respondents’ demographics, job attributes, commuting patterns, and WFH and on-site work-related factors. The results indicate that preference for remote work, its perceived impact on productivity, and private-sector employment are the strongest predictors of relocation willingness, while older age and high commuting convenience reduce such interest. Overall, the evidence suggests that remote work, especially in hybrid form, could become an additional catalyst for suburban expansion in markets characterised by scarce affordable rentals and a strong preference for home ownership, such as Poland.
这项研究评估了越来越多的在家工作(WFH)是如何影响办公室员工搬到郊区工作的偏好的,并指出了推动这些意愿的潜在因素。我们将重点放在波兰,那里的住房市场受到极高的住房拥有率和特定的郊区化模式的影响。我们调查了居住在城市的办公室员工(居住在10万以上的城市),以评估他们搬迁的意愿。然后,逻辑回归估计将这些意图与受访者的人口统计、工作属性、通勤模式、WFH和现场工作相关因素联系起来。结果表明,对远程工作的偏好、对生产率的感知影响和私营部门就业是迁移意愿的最强预测因素,而年龄较大和通勤便利程度高则会降低这种兴趣。总的来说,有证据表明,远程工作,特别是混合形式的远程工作,可能成为郊区扩张的额外催化剂,这些市场的特点是负担得起的租金稀缺,以及对自有住房的强烈偏好,比如波兰。
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引用次数: 0
The regional environmental benefits and heterogeneity of eco-innovation networks: Evidence from the Yangtze River Economic Belt in China 生态创新网络的区域环境效益与异质性:来自中国长江经济带的证据
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2025-11-29 DOI: 10.1016/j.apgeog.2025.103851
Yang Yang , Yi Guo , Senlin Hu , Erling Li , Wei Zhao , Gang Zeng
Constructing Eco-Innovation networks is an effective way to improve innovation capabilities and drive high-quality development. It constructs an indicator system for measuring the environmental benefits of cities at the prefecture level. We quantitatively measure the environmental benefits of cities using the super-efficiency SBM model. Using the PVAR model, we explore the long-term dynamic relationship between eco-Innovation networks and urban environmental benefits. The analysis finds that: ①For core node cities in the eco-Innovation networks, the network has a positive impact on their environmental benefits, but this effect is irregular in the long term. The positive effect of environmental benefits from core node cities on the eco-Innovation networks is weak, smaller than the impact of the networks on the environmental benefits of core node cities. ②For sub-core node cities in the eco-Innovation networks, the network has a strong and sustained positive impact on their environmental benefits, and this impact deepens over time. However, the environmental benefits of sub-core node cities have a short-term negative impact on the eco-Innovation networks. ③For peripheral node cities in the eco-Innovation networks, there is a small mutual promotion between the networks and the environmental benefits of peripheral cities, with both maintaining stability and having minimal mutual influence.
构建生态创新网络是提高创新能力、推动高质量发展的有效途径。构建了地级城市环境效益测度指标体系。本文采用超效率SBM模型对城市环境效益进行了定量度量。利用PVAR模型,探讨了生态创新网络与城市环境效益之间的长期动态关系。分析发现:①对于生态创新网络中的核心节点城市,网络对其环境效益有正向影响,但这种影响在长期内是不规律的。核心节点城市环境效益对生态创新网络的正向影响较弱,小于核心节点城市环境效益对生态创新网络的正向影响。②对于生态创新网络中的子核心节点城市,生态创新网络对其环境效益具有强烈而持续的正向影响,且随着时间的推移,这种影响不断加深。然而,次核心节点城市的环境效益对生态创新网络具有短期的负面影响。③对于生态创新网络中的周边节点城市,生态创新网络与周边城市环境效益之间存在较小的相互促进作用,二者均保持稳定,相互影响最小。
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引用次数: 0
Chinese firms’ R&D internationalization: Leveraging global inventor networks for technological exploration 中国企业研发国际化:利用全球发明者网络进行技术探索
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2025-11-29 DOI: 10.1016/j.apgeog.2025.103852
Kang Sun , Yuefang Si , Yi Zhang
This study investigates the spatial distribution and key factors associated with Chinese firms' R&D internationalization by using overseas patent application data from 1273 Chinese firms filed with the United States Patent and Trademark Office (USPTO) over the period 2012–2019. We construct a global inventor network of Chinese firms, focusing on the role of firm-level internal motivations (the breadth and depth of firm's overseas R&D) and the position of cities within this network. Our analysis reveals that information and communications technology (ICT) firms, such as Huawei, dominate these activities, with Shenzhen emerging as a key hub. Chinese firms' R&D internationalization is primarily directed towards major innovation clusters in North America and Europe, including the San Francisco Bay Area and Munich. Using a panel negative binomial fixed-effects model, we find the degree centrality of overseas cities within the global R&D network is positively associated with their attractiveness for Chinese firms. This paper presents a collection of stylized facts about the patterns of Chinese firms' R&D internationalization. Moreover, there is a U-shaped relationship between the breadth of overseas R&D and technological exploration, and an inverted U-shaped relationship between the depth of overseas R&D and technological exploration.
利用2012-2019年1273家中国企业向美国专利商标局(USPTO)提交的海外专利申请数据,研究了中国企业研发国际化的空间分布及其影响因素。我们构建了一个中国企业的全球发明家网络,重点研究了企业内部动机(企业海外研发的广度和深度)的作用以及城市在该网络中的地位。我们的分析显示,信息和通信技术(ICT)公司,如华为,主导了这些活动,深圳正在成为一个关键的中心。中国企业的研发国际化主要面向北美和欧洲的主要创新集群,包括旧金山湾区和慕尼黑。利用面板负二项固定效应模型,我们发现海外城市在全球研发网络中的中心性程度与其对中国企业的吸引力呈正相关。本文对中国企业研发国际化模式进行了实证分析。海外研发广度与技术探索呈u型关系,海外研发深度与技术探索呈倒u型关系。
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引用次数: 0
A supply-side analysis of the craft beer scene in Spain 西班牙精酿啤酒的供给侧分析
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2025-11-28 DOI: 10.1016/j.apgeog.2025.103849
Francisco Sánchez-Cubo, Carlos G. Benavides-Chicón, José Luis Sánchez-Ollero
This study focuses on analysing beer, as a crucial element for dining, in portraying the destination image through depicting local images of where it is produced. A supply-side analysis was conducted using descriptive and K-prototype clustering analyses, which incorporated quantitative and qualitative data from an ad hoc database containing craft and industrial beers, to help answer the stated objectives. The results illustrate that, in the Spanish case, the relationship between craft beer and neolocalism may lack support since few local representations are found in craft or industrial beer labelling. Also, four beer clusters were found, allowing a more in-depth understanding of the beer scene in Spain. The findings shed light on the beer phenomenon from a multidimensional approach, combining market information (price, style, format, alcohol content), findings on neolocalism (labelling) and beer groups from clustering. This study is the first to comprehensively analyse the beer scene, combining quantitative and qualitative analysis from the supply side. The results have substantial implications for producers and tourism stakeholders, as they demonstrate there is room for strengthening the link between local imagery, destination identity and beer branding.
本研究的重点是分析啤酒,作为餐饮的关键元素,通过描绘其产地的当地形象来描绘目的地形象。供给侧分析使用描述性和k -原型聚类分析进行,其中包括来自包含工艺啤酒和工业啤酒的特设数据库的定量和定性数据,以帮助回答既定目标。结果表明,在西班牙的情况下,精酿啤酒和新地方主义之间的关系可能缺乏支持,因为在精酿啤酒或工业啤酒标签中很少发现地方代表。此外,还发现了四个啤酒集群,可以更深入地了解西班牙的啤酒场景。研究结果从多维度的角度揭示了啤酒现象,结合了市场信息(价格、风格、格式、酒精含量)、新地方主义(标签)的发现和聚类的啤酒群体。本研究首次从供给侧对啤酒场景进行了定量与定性相结合的综合分析。研究结果对生产商和旅游业利益相关者具有重大意义,因为它们表明,加强当地形象、目的地身份和啤酒品牌之间的联系是有空间的。
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引用次数: 0
Heterogeneous effects of neighborhood renewal on mental well-being: A capability approach to analyzing complex causal pathways 社区更新对心理健康的异质性影响:一种分析复杂因果通路的能力方法
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2025-11-26 DOI: 10.1016/j.apgeog.2025.103847
Qinran Yang, Xidan Hu, Yanan Liu, Linchuan Yang
Neighborhood renewal is considered a strategy for reducing place-based health inequalities. However, evidence suggests that such interventions can produce uneven mental health impacts. Drawing on the capability approach, this study explains how sociodemographic characteristics, neighborhood environmental changes, and individual agency, manifesting as perceptual and behavioral adaptation, interact to create intra-community mental well-being disparities. Through latent class regression analysis on survey data from 1127 residents across 16 neighborhoods in Chengdu, China, the study identifies three subgroups who experience renewal differently: higher-income older female natives, lower-income young male migrants, and the lowest-income young female migrants. First, sociodemographic characteristics establish patterned variations in environmental exposure and perceptions among the three subgroups. Specifically, lower-income young migrants are less exposed to beneficial environmental changes than higher-income local older women. These groups demonstrate distinct environmental perception patterns categorized as affection-oriented, development-oriented, and survival-oriented. Second, environmental changes exert temporally and socially heterogeneous effects on the three groups' mental well-being by altering health-related resource access. With environmental transformations intensifying, the health benefits for the first group continue to grow, while the benefits for the latter two groups initially rise but later decline. Finally, individuals’ strategic environmental perceptions further reshape health disparities. The study contributes to the multiple and interconnected causal pathways through which neighborhood renewal impacts mental well-being inequalities. It unravels the constraints imposed by structural factors on the environment-health and agency-health associations and the pathways and mechanisms through which environmental interventions and individual agency may overcome such constraints, which generates valuable insights for developing equity-oriented renewal policies.
社区更新被认为是减少地方卫生不平等的一项战略。然而,有证据表明,这种干预措施可能产生不平衡的心理健康影响。基于能力理论,本研究解释了社会人口特征、社区环境变化和个体能动性(表现为感知和行为适应)如何相互作用,从而产生社区内心理健康差异。通过对中国成都16个社区1127名居民的调查数据进行潜在类别回归分析,该研究确定了三个不同经历更新的亚群体:高收入老年女性本地人、低收入年轻男性移民和最低收入年轻女性移民。首先,社会人口学特征确定了三个亚组在环境暴露和感知方面的模式变化。具体来说,低收入的年轻移民比高收入的当地老年妇女更少接触到有益的环境变化。这些群体表现出不同的环境感知模式,分为情感导向、发展导向和生存导向。其次,环境变化通过改变与健康相关的资源获取,对三个群体的心理健康产生了时间和社会异质性的影响。随着环境转型的加剧,前一组人的健康效益继续增长,后两组人的健康效益则先上升后下降。最后,个人的战略环境观念进一步重塑了健康差距。该研究有助于社区更新影响心理健康不平等的多重相互关联的因果途径。它揭示了结构因素对环境-健康和机构-健康联系所施加的限制,以及环境干预措施和个别机构克服这些限制的途径和机制,为制定面向公平的更新政策提供了宝贵的见解。
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引用次数: 0
Identification of factors influencing cooperation between border towns in different border traffic regimes 确定不同边境交通制度下边境城镇合作的影响因素
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2025-11-26 DOI: 10.1016/j.apgeog.2025.103841
Izabela Iwona Zabielska , Anna Klimach , Agnieszka Dawidowicz
Cross-border cooperation is shaped by the permeability and functions of state borders, yet the impact of specific determinants under varying traffic regimes remains underexplored. This study examines the Polish–Russian border, which has shifted between three distinct regimes over the past two decades: the visa regime (2006), the local border traffic agreement (2013), and the border closure following the war in Ukraine (2023). A survey of local governments in three Polish border towns—Bartoszyce, Braniewo, and Gołdap—was conducted to evaluate and rank factors influencing cooperation across these different political and institutional contexts.
The results reveal a dynamic evolution of perceived drivers and barriers of cross-border cooperation. Economic factors dominated in 2006, when cross-border exchange was viewed both as an opportunity and a burden due to visa-related costs. Under the semi-permeable regime in 2013, their importance declined as trade normalized and transaction costs fell. In 2023, following the border closure, economic drivers weakened further, while economic barriers—linked to the loss of markets—regained significance. Institutional barriers persisted across all periods, reflecting long-term asymmetry between EU and Russian governance systems. Social factors fluctuated: they were highly significant under restrictive conditions in 2006, declined during institutionalized cooperation in 2013, and re-emerged in 2023 as residual channels of resilience when formal cooperation collapsed. Cognitive factors remained weak throughout, suggesting limited knowledge exchange and persistent stereotypes, while geographical proximity played a negligible role.
By comparing three consecutive regimes, the study demonstrates that the trajectory of cross-border cooperation was primarily determined by political and institutional frameworks, with local actors adapting to external conditions rather than shaping them. Nevertheless, the resurgence of social drivers during border closure highlights the latent resilience of local communities and their potential for future re-engagement.
This study introduces a novel classification and ranking of determinants of cross-border cooperation and offers a replicable analytical framework for assessing cooperation dynamics under varying border permeability. The findings provide practical guidance for policymakers and local authorities seeking to sustain cooperation and social resilience in politically asymmetric and volatile border regions.
跨境合作是由国家边界的渗透性和功能决定的,但在不同的交通制度下,具体决定因素的影响仍未得到充分探讨。本研究考察了波兰-俄罗斯边境,该边境在过去二十年中在三种不同的制度之间转变:签证制度(2006年)、当地边境交通协议(2013年)和乌克兰战争后的边境关闭(2023年)。一项针对波兰三个边境城镇(bartoszyce, Braniewo和Gołdap-was)的地方政府的调查旨在评估和排名影响这些不同政治和制度背景下合作的因素。研究结果揭示了跨境合作的感知驱动因素和障碍的动态演变。经济因素在2006年占主导地位,当时跨境交流既被视为机遇,也因签证相关费用而成为负担。在2013年的半渗透机制下,随着贸易正常化和交易成本下降,它们的重要性有所下降。2023年,在边境关闭之后,经济驱动力进一步减弱,而与市场丧失相关的经济壁垒重新变得重要起来。制度障碍贯穿所有时期,反映出欧盟和俄罗斯治理体系之间的长期不对称。社会因素波动较大,2006年在限制性条件下显著,2013年在制度化合作期间显著下降,2023年在正式合作崩溃时作为剩余弹性渠道重新出现。认知因素在整个过程中仍然很弱,表明有限的知识交流和持久的刻板印象,而地理邻近的作用可以忽略不计。通过比较三个连续的政权,该研究表明,跨境合作的轨迹主要由政治和制度框架决定,当地行动者适应外部条件,而不是塑造外部条件。然而,在边境关闭期间,社会驱动力的复苏凸显了当地社区潜在的复原力及其未来重新参与的潜力。本研究引入了一种新的跨境合作决定因素分类和排名,并提供了一个可复制的分析框架,用于评估不同边界渗透率下的合作动态。研究结果为政策制定者和地方当局寻求在政治不对称和动荡的边境地区维持合作和社会复原力提供了实际指导。
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引用次数: 0
Beyond urban–rural divide: urban hotspots benefit more than non-hotspots in PM2.5 reduction 超越城乡界限:城市热点地区PM2.5减排效益大于非热点地区
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2025-11-26 DOI: 10.1016/j.apgeog.2025.103843
Ding Ma , Canpeng Li , Ming Liu , Lili Deng , Honglin Zhu , Mats Sandberg , Zhengdong Huang
This study aims to understand a nuanced intra-urban PM2.5 distribution pattern and provide insights into the environmental consequences of urban development. Inspired by the impact that the urban-rural divide has had on nation-wide urbanization progress, the study approaches urban areas as a series of hotspots and non-hotspots, applying Zipf's law-ruled spatial clustering method on nighttime light data. We found that PM2.5 concentrations and exposures in China decreased notably from 2005 to 2020, affirming the efficacy of that country's air pollution control policies. However, the difference in exposure between hotspot and non-hotspot regions indicates that outside-hotspot PM2.5 exposures across most cities consistently exceeded within-hotspot ones, despite the observed declining trend in exposure disparity during the 15-year time span. The diminishment in exposure disparity primarily stems from the reduction in PM2.5 levels rather than targeted equity measures. All of these outcomes point to the importance of integrating air quality management with broader city planning, economic, and health policies.
本研究旨在了解细微的城市内部PM2.5分布模式,并为城市发展的环境后果提供见解。受城乡差距对全国城市化进程影响的启发,本研究将城市区域划分为一系列热点和非热点区域,并将Zipf法则空间聚类方法应用于夜间灯光数据。我们发现,从2005年到2020年,中国的PM2.5浓度和暴露量显著下降,证实了该国空气污染控制政策的有效性。然而,热点地区与非热点地区的暴露差异表明,尽管在15年的时间跨度中观测到暴露差异呈下降趋势,但大多数城市的热点地区外PM2.5暴露量始终超过热点地区内PM2.5暴露量。暴露差距的缩小主要源于PM2.5水平的降低,而不是有针对性的公平措施。所有这些结果都表明了将空气质量管理与更广泛的城市规划、经济和卫生政策相结合的重要性。
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引用次数: 0
Data driven analysis of urban odour perception: Geospatial insights from Hong Kong 城市气味感知的数据驱动分析:来自香港的地理空间洞察
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2025-11-25 DOI: 10.1016/j.apgeog.2025.103844
Haotian Wang, Zidong Yu, Xintao Liu
Urban odours play a crucial role in shaping the development and liveability of urban environments. While existing research has focused on classifying and evaluating urban odours, there is a relative dearth of studies that examine odour factors from human perception. This study seeks to fill this gap by investigating the spatial distribution of urban odour perception reported by people and evaluating the correlation between these perception and various urban environment factors, including social, natural, and built factors. Using social media and multi-source spatial data, our research innovatively utilizes olfactory-related sentiment analysis to map odour perceptions, integrates a multi-dimensional environmental framework underexplored in odour research, and constructs a data-driven pipeline employing a three-step approach: firstly, keyword extraction and text sentiment analysis are utilized to map the spatial distribution of odour perception; secondly, global and local regression analysis is employed to explore the relationships between odour perception scores (OPS) and multidimensional factors of the urban environment. Thirdly, utilizing hierarchical clustering to group regions that exhibit consistency in odour perception and its influencing factors. The findings reveal distinct spatial patterns in odour perception, with significant associations to factors like population density, air pollutant concentration, and building density. Spatial clustering further identifies regions with consistent odour perception profiles, highlighting key environmental drivers that shape these patterns. These results provide a foundation for understanding the spatial distribution of odour perception and offer actionable insights for urban planning and governance. This study not only enhances the understanding of urban odours but also provides a data-driven framework for addressing perception-related urban challenges in future research.
城市气味在塑造城市环境的发展和宜居性方面发挥着至关重要的作用。虽然现有的研究主要集中在对城市气味进行分类和评估,但从人类感知来研究气味因素的研究相对缺乏。本研究试图通过调查人们报告的城市气味感知的空间分布,并评估这些感知与各种城市环境因素(包括社会、自然和建筑因素)之间的相关性来填补这一空白。本研究利用社交媒体和多源空间数据,创新性地利用嗅觉相关的情感分析来绘制气味感知图,整合气味研究尚未探索的多维环境框架,采用三步走的方法构建数据驱动的管道:首先,利用关键词提取和文本情感分析绘制气味感知的空间分布;其次,采用全局和局部回归分析方法,探讨气味感知评分(OPS)与城市环境多维因素之间的关系。第三,利用层次聚类对气味感知一致性区域及其影响因素进行分组。研究结果揭示了气味感知的不同空间模式,与人口密度、空气污染物浓度和建筑密度等因素有显著关联。空间聚类进一步确定了具有一致气味感知特征的区域,突出了塑造这些模式的关键环境驱动因素。这些结果为理解气味感知的空间分布提供了基础,并为城市规划和治理提供了可操作的见解。这项研究不仅增强了对城市气味的理解,而且为未来研究中解决感知相关的城市挑战提供了数据驱动的框架。
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引用次数: 0
Symbiotic development or resource siphoning? Investigating the impacts of regional cooperation on urban vitality in the greater bay area pre- and post-COVID-19 pandemic 共生发展还是资源虹吸?研究新冠肺炎疫情前后大湾区区域合作对城市活力的影响
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2025-11-24 DOI: 10.1016/j.apgeog.2025.103842
Hong Ni , Jinliu Chen , Pengcheng Li , Haoqi Wang , Xianchun Zhang
Urban vitality is crucial for sustainable growth amidst accelerating urbanization and resource disparities. Limited research has explored how regional cooperation can either foster symbiotic growth or exacerbate competitive siphoning, influencing urban vitality dynamics. This study addresses this gap by developing a machine learning-based text mining to classify regional cooperation affairs and applying the Bayesian Best-Worst Model to weigh urban vitality sub-dimensions, incorporating economic, social, and environmental factors. Using Ordinary Least Squares regression, Generalized Linear Model for lagged effects, and Multiscale Geographically Weighted Regression, we analyze the spatiotemporal effects of regional cooperation on urban vitality in the Guangdong-Hong Kong-Macao Greater Bay Area (GBA) from 2012 to 2023, specifically distinguishing between pre- and post-COVID-19 dynamics. Our findings indicate: (1) Regional cooperation generally enhances urban vitality, with GBA cities showing resilience and sustained growth even during the pandemic, despite persistent spatial and temporal disparities. (2) Economic cooperation immediately increases social and environmental pressures, exhibiting a positive lagged effect. Institutional collaboration consistently bolsters social welfare and sustainability, highlighting the need for targeted governance; social cooperation also shows complex, sometimes negative, lagged effects on vitality. (3) Spatial heterogeneity reveals an evolving dynamic: a competitive siphoning effect was evident pre-pandemic, with core cities like Shenzhen showing limited gains. However, post-2021, core growth poles such as Hong Kong and Shenzhen derived significantly stronger vitality boosts from regional cooperation, suggesting a transition towards symbiotic growth. These findings underscore the importance of policies promoting equitable governance and deeper integration for balanced regional development and enhanced urban vitality.
在城市化加速和资源差距加剧的背景下,城市活力对可持续增长至关重要。有限的研究探讨了区域合作如何促进共生增长或加剧竞争虹吸,从而影响城市活力动态。本研究通过开发基于机器学习的文本挖掘来对区域合作事务进行分类,并应用贝叶斯最佳-最差模型来权衡城市活力子维度,包括经济、社会和环境因素,从而解决了这一差距。利用普通最小二乘回归、滞后效应广义线性模型和多尺度地理加权回归,分析了2012 - 2023年粤港澳大湾区区域合作对城市活力的时空影响,并特别区分了疫情前和疫情后的动态。结果表明:①区域合作总体上增强了城市活力,大湾区城市即使在疫情期间也表现出韧性和持续增长,尽管存在持续的时空差异。(2)经济合作直接增加了社会和环境压力,表现出正向滞后效应。机构合作不断促进社会福利和可持续性,突出了有针对性治理的必要性;社会合作也表现出复杂的,有时是负面的,对生命力的滞后影响。③空间异质性呈现演化动态:疫情前竞争虹吸效应明显,深圳等核心城市增长有限。但2021年后,香港、深圳等核心增长极从区域合作中获得的活力提升明显增强,向共生增长转变。这些发现强调了促进公平治理和深化一体化的政策对于区域平衡发展和增强城市活力的重要性。
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Applied Geography
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