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Utilizing a kernel density analysis, global autocorrelation analysis, and geographic detectors, this research systematically analyzes the spatial distribution characteristics and influencing factors of educational facilities in the area. The findings reveal significant geographical disparities in facility distribution with dense clusters in urban centers such as Guangzhou and Shenzhen, and less dense distributions in peripheral areas like Zhongshan and Macau. These facilities exhibit a multi-center cluster pattern with strong spatial autocorrelation, mainly influenced by the population size and economic and urban development levels. The results provide actionable insights for refining educational planning and resource allocation, contributing to the enhancement of educational quality across diverse urban landscapes.<\/jats:p>","DOI":"10.3390\/ijgi13070225","type":"journal-article","created":{"date-parts":[[2024,6,27]],"date-time":"2024-06-27T11:19:02Z","timestamp":1719487142000},"page":"225","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["Research on the Spatial Distribution Characteristics and Influencing Factors of Educational Facilities Based on POI Data: A Case Study of the Guangdong\u2013Hong Kong\u2013Macao Greater Bay Area"],"prefix":"10.3390","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-5827-6593","authenticated-orcid":false,"given":"Bowen","family":"Chen","sequence":"first","affiliation":[{"name":"Faculty of Humanities and Social Sciences, Macao Polytechnic University, Macao 999078, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3485-3189","authenticated-orcid":false,"given":"Hongfeng","family":"Zhang","sequence":"additional","affiliation":[{"name":"Faculty of Humanities and Social Sciences, Macao Polytechnic University, Macao 999078, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5523-4355","authenticated-orcid":false,"given":"Cora Un In","family":"Wong","sequence":"additional","affiliation":[{"name":"Faculty of Humanities and Social Sciences, Macao Polytechnic University, Macao 999078, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaolong","family":"Chen","sequence":"additional","affiliation":[{"name":"Faculty of Humanities and Social Sciences, Macao Polytechnic University, Macao 999078, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fanbo","family":"Li","sequence":"additional","affiliation":[{"name":"School of Social Sciences, Tsinghua University, Beijing 100084, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1457-6188","authenticated-orcid":false,"given":"Xiaoyu","family":"Wei","sequence":"additional","affiliation":[{"name":"Faculty of Humanities and Social Sciences, Macao Polytechnic University, Macao 999078, China"},{"name":"School of Applied Science and Civil Engineering, Beijing Institute of Technology, Zhuhai 519088, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9872-9788","authenticated-orcid":false,"given":"Junxian","family":"Shen","sequence":"additional","affiliation":[{"name":"Faculty of Humanities and Social Sciences, Macao Polytechnic University, Macao 999078, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2024,6,27]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"125","DOI":"10.3130\/jaabe.13.125","article-title":"Effects of servicescape on perceived service quality, satisfaction and behavioral outcomes in public service facilities","volume":"13","author":"Lee","year":"2014","journal-title":"J. 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