Applied Geography最新文献

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What makes people satisfied with their Neighbourhoods? Exploring individual characteristics beyond sociodemographics in Scarborough, Ontario 是什么让人们对自己的社区感到满意?在安大略省斯卡伯勒探索超越社会人口统计学的个人特征
IF 5.4 2区 地球科学
Applied Geography Pub Date : 2025-07-30 DOI: 10.1016/j.apgeog.2025.103738
Zehui Yin , Shaila Jamal , Ignacio Tiznado-Aitken , Steven Farber
{"title":"What makes people satisfied with their Neighbourhoods? Exploring individual characteristics beyond sociodemographics in Scarborough, Ontario","authors":"Zehui Yin ,&nbsp;Shaila Jamal ,&nbsp;Ignacio Tiznado-Aitken ,&nbsp;Steven Farber","doi":"10.1016/j.apgeog.2025.103738","DOIUrl":"10.1016/j.apgeog.2025.103738","url":null,"abstract":"<div><div>Neighbourhood satisfaction is a key topic in urban planning due to its impact on well-being and inequality among urban dwellers. While determinants of neighbourhood satisfaction have been studied extensively, less is known about individual characteristics such as travel behaviour, political values, transport barriers, and aspirations, beyond traditional sociodemographics. Additionally, spatial modelling of neighbourhood satisfaction remains underexplored. This study utilizes the Scarborough Survey, a multidimensional dataset from Scarborough, Ontario, to investigate how travel behaviour, political values, transport barriers, and aspirations influence neighbourhood satisfaction. A spatial ordinal probit model was used, accounting for sociodemographics, subjective neighbourhood characteristics, and objective neighbourhood characteristics. Findings reveal significant impacts of these individual characteristics on neighbourhood satisfaction, with sociodemographics' effects mediated through these variables. Interestingly, no positive spatial autocorrelation was found for neighbourhood satisfaction after controlling for other factors, suggesting limited social bonds or interactions among neighbours in suburban areas. The results highlight opportunities for community events or local organizations to rebuild these connections and enhance satisfaction in suburban neighbourhoods. This work provides new insights into neighbourhood satisfaction and offers pathways for improving the living conditions of vulnerable suburban communities.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"183 ","pages":"Article 103738"},"PeriodicalIF":5.4,"publicationDate":"2025-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144723953","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the nonlinear effect of population shrinkage on carbon emission intensity in Chinese counties using an interpretable XGBoost model 基于可解释的XGBoost模型探讨中国县域人口收缩对碳排放强度的非线性影响
IF 5.4 2区 地球科学
Applied Geography Pub Date : 2025-07-30 DOI: 10.1016/j.apgeog.2025.103734
Mingke Xie , Zhangxian Feng , Shijun Wang , Xiajing Liu , Yang Song , Feilong Hao
{"title":"Exploring the nonlinear effect of population shrinkage on carbon emission intensity in Chinese counties using an interpretable XGBoost model","authors":"Mingke Xie ,&nbsp;Zhangxian Feng ,&nbsp;Shijun Wang ,&nbsp;Xiajing Liu ,&nbsp;Yang Song ,&nbsp;Feilong Hao","doi":"10.1016/j.apgeog.2025.103734","DOIUrl":"10.1016/j.apgeog.2025.103734","url":null,"abstract":"<div><div>Understanding how population shrinkage affects carbon emission intensity aids sustainable regional development and carbon reduction. This study investigates this influence across 1218 Chinese counties using an interpretable Extreme Gradient Boosting (XGBoost) model, with a focus on regional heterogeneity by analyzing Eastern, Central, Western, and Northeastern China separately. The main findings are: 1) Counties with more significant population shrinkage and higher carbon emission intensity are concentrated in northern and northeastern China, whereas southern counties tend to be less affected on both fronts; 2) Globally, the nonlinear relationship between population shrinkage and carbon emission intensity follows a “V-shaped” pattern, with carbon emission intensity decreasing as shrinkage intensifies from 0 to approximately −0.007, and then rising again when shrinkage exceeds −0.016. Locally, the nature of this nonlinear relationship varies across regions; 3) Population shrinkage interacts nonlinearly with key variables such as government expenditure per capita GDP, land transaction area, Normalized Difference Vegetation Index, and number of patents per 10000 people to influence carbon emission intensity, with distinct threshold effects observed. For example, carbon emission intensity peaks at moderate levels of government expenditure per capita GDP (0.10–0.15) during mild shrinkage (−0.005–0), but this interaction weakens as shrinkage intensifies. Notably, these interaction patterns vary considerably across regions in both strength and direction. The results identify clear thresholds, helping policymakers design targeted interventions based on the specific socioeconomic contexts of counties with different levels of population shrinkage.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"183 ","pages":"Article 103734"},"PeriodicalIF":5.4,"publicationDate":"2025-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144724071","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Achieving win–win outcomes between urban growth and urban greening: The role of environmental governance 实现城市发展与城市绿化的共赢:环境治理的作用
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-26 DOI: 10.1016/j.apgeog.2025.103735
Jie Wang , Weilong Kong , Wenjing Han
{"title":"Achieving win–win outcomes between urban growth and urban greening: The role of environmental governance","authors":"Jie Wang ,&nbsp;Weilong Kong ,&nbsp;Wenjing Han","doi":"10.1016/j.apgeog.2025.103735","DOIUrl":"10.1016/j.apgeog.2025.103735","url":null,"abstract":"<div><div>Rapid urbanization challenges environmental sustainability, yet synergistic pathways remain underexplored in developing economies. This study investigates the impact of urban growth on urban greenness and the moderating role of environmental governance, using empirical data from 273 cities in China (2001–2019) and a two-way fixed effects model. Key findings are as follows: (1) An N-shaped relationship exists between urban economic growth and urban greenness, with inflection points at approximately 3500 CNY and 130,000 CNY in per capita GDP. Most cities in 2019 had surpassed the first inflection point but remained in the declining phase. Population density significantly increases greenness (β = 0.0139∗, p &lt; 0.1), while land expansion has no statistically significant impact. (2) Environmental governance positively moderates growth–greening relationships. Economic growth enhances greenness when governance intensity (EGOV) exceeds 1.8 (marginal effect: +0.0204, p &lt; 0.01) and land expansion improves greenness at EGOV &gt;0.5 (interaction effect: +0.0003, p &lt; 0.1). (3) Spatial heterogeneity analyses confirm stronger governance effects in western/northeastern regions and large cities. These results indicate that effective environmental governance can mitigate adverse effects of economic expansion, fostering a “win-win” between urban development and greening. Policymakers should prioritize governance capacity building, stage-adaptive interventions, and inter-city collaboration to balance development and sustainability.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"183 ","pages":"Article 103735"},"PeriodicalIF":4.0,"publicationDate":"2025-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144711827","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring neighborhood daily activity patterns from the perspective of mobility using location-based services data: A case study of Shanghai 基于位置服务数据的移动视角下社区日常活动模式研究——以上海市为例
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-26 DOI: 10.1016/j.apgeog.2025.103733
Runxian Wang , Sihan Liu , Wenzhu Li , Tongyu Sun
{"title":"Exploring neighborhood daily activity patterns from the perspective of mobility using location-based services data: A case study of Shanghai","authors":"Runxian Wang ,&nbsp;Sihan Liu ,&nbsp;Wenzhu Li ,&nbsp;Tongyu Sun","doi":"10.1016/j.apgeog.2025.103733","DOIUrl":"10.1016/j.apgeog.2025.103733","url":null,"abstract":"<div><div>The relationship between residents’ daily activities and the built environment has long been a central theme in urban studies, offering valuable insights for planning and neighborhood development. However, conventional static methods often fail to reflect the dynamic nature of these interactions, limiting their relevance for neighborhood renewal. This study addresses this gap by adopting a mobility-based approach that integrates spatial and functional dimensions to explore evolving neighborhood activity patterns. Using Shanghai as a case study, the research first uses Location-Based Services (LBS) data to trace neighborhood travel trajectories and construct a spatial flow network. It then incorporates Points of Interest (POIs) and Areas of Interest (AOIs) data to identify activity types and distributions, building a functional network of neighborhood activities. The study finds that, 1) spatial activity patterns fall into four types: high-density with low aggregation (35 %), low-density with low aggregation (27 %), low-density with high aggregation (23 %), and high-density with high aggregation (15 %); 2) functional patterns also fall into four categories: single-function core (40 %), residential-business dual-core (20 %), multi-function core (25 %), and tourism-driven core (15 %); 3) neighborhoods with similar spatial patterns tend to exhibit corresponding functional characteristics. These spatial and functional patterns help explain how different types of activities are connected and reflected in the physical layout. Aligning spatial design with activity patterns can improve how neighborhoods support residents’ daily needs. The findings offer practical guidance for resident-centered neighborhood renewal, particularly in the design and enhancement of public space elements.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"183 ","pages":"Article 103733"},"PeriodicalIF":4.0,"publicationDate":"2025-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144711828","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Does urban renewal program increase urban vitality? Causal evidence from Beijing City, China 城市更新计划能增加城市活力吗?来自中国北京市的因果证据
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-26 DOI: 10.1016/j.apgeog.2025.103732
Xingfei Cai, Zhichao He, Chaoxiang Wen
{"title":"Does urban renewal program increase urban vitality? Causal evidence from Beijing City, China","authors":"Xingfei Cai,&nbsp;Zhichao He,&nbsp;Chaoxiang Wen","doi":"10.1016/j.apgeog.2025.103732","DOIUrl":"10.1016/j.apgeog.2025.103732","url":null,"abstract":"<div><div>After decades of rapid urban expansion, urban renewal programs have emerged as a vital urban policy across cities worldwide and their effect have obtained increasing attention. However, existing research has largely overlooked the effect of urban renewal programs on urban vitality and have not adequately accounted for potential selection bias. To address these gaps, we use propensity score matching (PSM) method to overcome the selection bias and estimate the causal effect of urban renewal programs on urban vitality across 712 blocks in Beijing City, China. Our findings indicate that these programs significantly increase urban vitality, with urban renewal blocks experiencing an average gain of 18.23 %. Furthermore, the PSM effectively addresses the risks of an exaggerated effect of urban renewal program on urban vitality (inflating the positive effect to 670.68 %), thereby mitigating bias in the program evaluations. These results underscore the importance of accounting for selection bias in programs evaluations and highlight the need to consider non-material dimensions of urban renewal.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"183 ","pages":"Article 103732"},"PeriodicalIF":4.0,"publicationDate":"2025-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144711829","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mapping spatio-temporal patterns of soundscapes in a mountain landscape 山地景观声景观的时空格局映射
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-25 DOI: 10.1016/j.apgeog.2025.103722
Uta Schirpke , Manuel Ebner
{"title":"Mapping spatio-temporal patterns of soundscapes in a mountain landscape","authors":"Uta Schirpke ,&nbsp;Manuel Ebner","doi":"10.1016/j.apgeog.2025.103722","DOIUrl":"10.1016/j.apgeog.2025.103722","url":null,"abstract":"<div><div>Our understanding of the relationships between soundscapes and human well-being is continuously increasing, emphasizing the need for soundscape management. To effectively improve soundscape quality, knowledge on spatio-temporal patterns of soundscape characteristics is required. This study comprehensively assessed and mapped spatio-temporal patterns of soundscape characteristics in a complex mountain landscape in the Bavarian Alps (Germany), integrating quantitative analyses of audio recordings (n = 41) along gradients of elevation and human activity with human perception on soundscape quality gathered through a participatory mapping survey (pleasant: n = 47, unpleasant: n = 44). Based on an aural inventory to identify major sound sources, our results indicate that soundscapes at the sampling sites were composed by multiple sound sources, though dominated by air traffic, road traffic, birds, and insects, following diurnal cycles of activity. Spatial patterns of sound sources, acoustic indices, and perceived soundscape quality were significantly influenced by human infrastructure (e.g. roads, cable cars), human activity (e.g., agriculture, tourism), topography, and land cover. While anthrophony, biophony, and geophony did not show clear spatial patterns, the forest-based regression model, explaining up to 62 % of the variance, predicted a concentration of technophony on the valley bottom and adjacent hillslopes, emphasizing the impact of technophony on soundscape perceptions. Our findings provide insights into the relationships between landscape and soundscape characteristics supporting soundscape management.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"183 ","pages":"Article 103722"},"PeriodicalIF":4.0,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144703968","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
More vibrant neighborhood, better quality of life? Examining pathways connecting neighborhood liveliness and subjective well-being 更有活力的社区,更好的生活质量?研究连接社区活力和主观幸福感的途径
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-22 DOI: 10.1016/j.apgeog.2025.103731
Zheyan Chen , Min Yang
{"title":"More vibrant neighborhood, better quality of life? Examining pathways connecting neighborhood liveliness and subjective well-being","authors":"Zheyan Chen ,&nbsp;Min Yang","doi":"10.1016/j.apgeog.2025.103731","DOIUrl":"10.1016/j.apgeog.2025.103731","url":null,"abstract":"<div><div>In response to rapid and uneven urban expansion, planners have increasingly emphasized the creation of lively and accessible neighborhoods that support quality of life. Neighborhood liveliness—the intensity of human activity in local environments—has emerged as a key dimension of urban livability, yet its relationship to subjective well-being (SWB) remains underexplored. Using geo-tagged spatial data and survey data collected from Beijing in 2018, the study explores the potential mechanisms linking neighborhood liveliness and SWB. Structural equation modeling (SEM) is employed to examine both direct and indirect effects, with a focus on mediating factors including perceived neighborhood attributes, active travel behavior, and neighborhood satisfaction. The results reveal that neighborhood liveliness has a positive direct effect on life satisfaction, but its impact on affective well-being is indirect, operating through encouraged active travel. Notably, excessive liveliness is also associated with reduced perceived aesthetics, highlighting trade-offs. These findings underscore the importance of designing behaviorally engaging urban environments and adopting a multidimensional planning approach that considers the complex interplay between spatial activity, mobility, and well-being.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"183 ","pages":"Article 103731"},"PeriodicalIF":4.0,"publicationDate":"2025-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144678768","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Urban land-population-economy simulation model: Transitioning from 2D to multidimensional dynamics with cyclic feedback 城市土地-人口-经济模拟模型:从二维动态到多维动态的循环反馈
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-19 DOI: 10.1016/j.apgeog.2025.103719
Yunqi Guo , Limin Jiao , Zejin Liu , Jared Vincent Black , Yujie Sun , Haoran Zhang , Bingjie Li , Gang Xu
{"title":"Urban land-population-economy simulation model: Transitioning from 2D to multidimensional dynamics with cyclic feedback","authors":"Yunqi Guo ,&nbsp;Limin Jiao ,&nbsp;Zejin Liu ,&nbsp;Jared Vincent Black ,&nbsp;Yujie Sun ,&nbsp;Haoran Zhang ,&nbsp;Bingjie Li ,&nbsp;Gang Xu","doi":"10.1016/j.apgeog.2025.103719","DOIUrl":"10.1016/j.apgeog.2025.103719","url":null,"abstract":"<div><div>Urban systems are complex, characterized by dynamic interactions between land, population, and economy. Recognizing the need to bridge physical and social spaces in urban simulations, existing research primarily focuses on large-scale regional models but often lacks effective city-level analysis frameworks. To address this gap, we introduce an innovative urban land-population-economy coupling simulation model.</div><div>Specifically, the model integrates XGBoost with an enhanced Cellular Automata (CA) framework to optimize spatial distributions across commercial, residential, industrial, and other land-use types. The Multi-output Gaussian Process (MOGP) algorithm simulates population and GDP distributions, improving accuracy through density mapping. A cyclic feedback mechanism iteratively updates driving factors for land-use development. Furthermore, tailored scenarios for distinct urban growth patterns—natural, compact, and sprawl—demonstrate the model's adaptability, achieving a Kappa value of 0.6947, an OA of 0.9250 and a FoM of 0.1857. Indicators like Local Mean Similarity (LMS) and Spatial Aggregation Index (SAI) further validate the model, establishing its robustness as a tool for urban planning and policy development.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"183 ","pages":"Article 103719"},"PeriodicalIF":4.0,"publicationDate":"2025-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144665969","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How do water quality requirements and spatial flows shape the supply-demand balance of water provision ecosystem services? Evidence from the Taihu Lake Basin 水质要求和空间流动如何影响供水生态系统服务的供需平衡?来自太湖盆地的证据
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-19 DOI: 10.1016/j.apgeog.2025.103723
Xue Ding , Yu Tao , Jinling Luo , Henghui Xi , Qin Tao , Jiman Li , Conghong Huang , Fengyi Du , Weixin Ou
{"title":"How do water quality requirements and spatial flows shape the supply-demand balance of water provision ecosystem services? Evidence from the Taihu Lake Basin","authors":"Xue Ding ,&nbsp;Yu Tao ,&nbsp;Jinling Luo ,&nbsp;Henghui Xi ,&nbsp;Qin Tao ,&nbsp;Jiman Li ,&nbsp;Conghong Huang ,&nbsp;Fengyi Du ,&nbsp;Weixin Ou","doi":"10.1016/j.apgeog.2025.103723","DOIUrl":"10.1016/j.apgeog.2025.103723","url":null,"abstract":"<div><div>Water provision ecosystem services (WES) underpin regional geographical sustainability, with their spatial supply–demand balance essential for adaptive resource management. Previous studies overlooked water quality heterogeneity and cross–regional WES flows (WESFs), leading to misdiagnoses of supply–demand patterns. We integrated sector-specific water quality requirements and WESFs into a spatially refined assessment framework through geospatial analysis, constructing a social-ecological network for the Taihu Lake Basin (491 subbasins). Results revealed persistent spatial mismatches despite overall sufficient supply. Western areas maintained supply–demand balance due to ample headwaters and intact upstream connectivity, while eastern areas experienced imbalances from urbanization and disrupted flow pathways. Key drivers included industrial water intensity, insufficient high–quality water, and reduced upstream inflows, resulting in a 19.72 % decline in WESF volumes and balance–to–imbalance shifts in 30 subbasins. We propose ecological compensation, quality-based regulation, and WESF restoration to improve water resource management, emphasizing incorporating spatial water quality constraints and flow dynamics into WES assessments for targeted geographic interventions.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"183 ","pages":"Article 103723"},"PeriodicalIF":4.0,"publicationDate":"2025-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144661971","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Attributes of growing and shrinking places within socioeconomic clusters in the United States 美国社会经济集群中增长和萎缩地区的特征
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-19 DOI: 10.1016/j.apgeog.2025.103668
Sharmistha Bagchi-Sen , David Karp , Peter Rogerson , Maxwell Hartt
{"title":"Attributes of growing and shrinking places within socioeconomic clusters in the United States","authors":"Sharmistha Bagchi-Sen ,&nbsp;David Karp ,&nbsp;Peter Rogerson ,&nbsp;Maxwell Hartt","doi":"10.1016/j.apgeog.2025.103668","DOIUrl":"10.1016/j.apgeog.2025.103668","url":null,"abstract":"<div><div>Geographical variation in socioeconomic characteristics is examined on a regular basis using typologies. Such typologies are then used to understand processes that may have influenced the outcomes. For example, the outcome of deindustrialization, migration, and internationalization has drawn attention to places that are experiencing population decline and related economic distress. With the rise of suburbanization, a large body of the literature has focused on suburban patterns. Very few studies examine the United States as a whole to understand similarities and differences or what unites and divides the population. Studies note that until recently the suburban gains have been at the expense of rural regions, but rural areas are not always incorporated in the typology of U.S. places. A goal of this paper is to use data at the level of ZIP codes to find distinct socioeconomic clusters. The results show that some clusters have regional patterns but others exist across the nation. Metropolitan areas display distinct arrangements of clusters. We also find distinct patterns <em>within</em> each cluster, with clear distinctions between those areas that are growing and those that are experiencing population decline.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"183 ","pages":"Article 103668"},"PeriodicalIF":4.0,"publicationDate":"2025-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144661970","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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