Understanding Houston’s Growth: Real Estate New Development Data Analysis

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dc.contributor.advisorChi, Ericen_US
dc.contributor.advisorEnsor, Katherineen_US
dc.contributor.advisorMcGuffey, Elizabethen_US
dc.contributor.authorRuan, Jianen_US
dc.date.accessioned2024-05-30T16:02:22Zen_US
dc.date.available2024-05-30T16:02:22Zen_US
dc.date.issued2024-04-20en_US
dc.description.abstractMarket research serves as the foundation for successful real estate investment and development, guiding strategic site selection and opportunity identification. This study focuses on analyzing the evolving landscape of real estate development in Houston through a multifaceted approach encompassing geographic information systems (GIS) visualization to explore the spatial dynamics and diversity of new developments, time series analysis to examine temporal trends of new development applications, and machine learning techniques to predict future urban growth trajectories. K-means clustering is employed to segment the market and reveal unique characteristics based on development distribution, while the impact of new developments on nearby home values is quantified through linear panel regression and tree-based models, offering insights into the complex relationships between development and property valuation. By integrating these complementary analyses, this research aims to provide a comprehensive understanding of Houston’s real estate development landscape, informing strategic decision-making processes and contributing to the interdisciplinary discourse on urban growth dynamics, market trends, and the interplay between development and valuation.en_US
dc.format.extent20 ppen_US
dc.identifier.digitalJian_Ruan-Understanding_Houstons_Growthen_US
dc.identifier.urihttps://hdl.handle.net/1911/116462en_US
dc.language.isoengen_US
dc.publisherRice Universityen_US
dc.rightsThis work is protected by copyright and is made available here for research and educational purposes. Permission to reuse, publish, or reproduce the work beyond the bounds of fair use or other exemptions to copyright law must be obtained from the copyright holder.en_US
dc.titleUnderstanding Houston’s Growth: Real Estate New Development Data Analysisen_US
dc.typeWhite paperen_US
dc.type.dcmiTexten_US
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