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A Decade of Dynamics of Residential Location, Car Ownership, Activity, Travel and Land Use in the Seattle Metropolitan Region

机译:西雅图都会区十年动态的住宅区位,汽车拥有量,活动,旅行和土地使用

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Using data of attitudes in the Puget Sound region we first identify predispositions in favor of car use (car loving persons and households) and distinguish them from other predispositions favoring other modes (transit and carsharing lovers). Then we explore if like-minded people (homophily) live together and examine heterogeneity within their households. To do this we analyze attitudinal data using multilevel latent class clustering that allows identification of groups of persons and groups of households jointly. Our analysis identifies distinct groups of people with different attitudes towards modes and we do not find strong homophily in attitudes within households. The distinction of attitudes among persons transfers well to the household level giving us the opportunity to identify and test differences among the different attitudinal groups using longitudinal records. We then move to a longitudinal analysis using a small sample of households that participated in more than ten years of the Puget Sound panel survey to explore the sequence of their residential location characteristics, car ownership, and travel. We find in descriptive statistics and in a second application of multilevel cluster models that carpool and transit loyalty persists over time by a portion of car pool and transit lovers. We also find sustained use of cars by car loving households, sustained car use of a neutral in attitudes group, a group of younger households with positive attitudes towards carsharing and sustained car sharing over time, and a possibly disenfranchised older household group lacking access to opportunities. The inclusion in the analysis of the two residential location characteristics (evolution of density and diversity around the household residence) enabled a more complete analysis and a clearer description of household context for both attitudes and behavior.
机译:利用普吉特海湾地区的态度数据,我们首先确定有利于汽车使用的倾向(爱汽车的人和家庭),并将它们与有利于其他方式(过境和共享汽车的恋人)的其他倾向区分开。然后,我们探讨志趣相投的人(同性恋)是否一起生活,并研究其家庭内部的异质性。为此,我们使用多级隐性类聚类分析态度数据,该类聚类可共同识别人员组和家庭组。我们的分析确定了对模式有不同态度的不同人群,我们在家庭内部的态度上并没有强烈的同质性。人与人之间的态度差异很好地转移到了家庭层面,这使我们有机会使用纵向记录来识别和检验不同态度群体之间的差异。然后,我们使用参与Puget Sound面板调查十多年的一小部分家庭进行纵向分析,以探索其住宅区位特征,购车和出行的顺序。我们在描述性统计数据中以及在多级聚类模型的第二个应用中发现,拼车和公交的忠诚度会随着时间的流逝而不断受到一部分拼车和公交爱好者的欢迎。我们还发现爱汽车的家庭持续使用汽车,态度中立的群体持续使用汽车,一群对持车态度积极的年轻家庭以及随着时间的推移持续共享汽车,以及可能失去权利的老龄家庭群体缺乏机会。分析两个住宅区位特征(家庭住所周围的密度和多样性的演变)后,就可以进行更完整的分析,并更清晰地描述态度和行为的家庭环境。

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