利用聚类分析和Logit模型了解印度城市家长择校偏好

Swechcha Roy, S. Paul, Amarjeet Kumar, V. Agnihotri
{"title":"利用聚类分析和Logit模型了解印度城市家长择校偏好","authors":"Swechcha Roy, S. Paul, Amarjeet Kumar, V. Agnihotri","doi":"10.1177/10567879221114892","DOIUrl":null,"url":null,"abstract":"Location of schools is one of the most important factors for encouraging active school transportation. The study identifies a gap that children lose a considerable amount of time in their school trips. The reason behind this is also identified: the ignorance of the population’s preferences while planning for this infrastructure. Location of schools in Kharagpur city is evaluated in Geographic Information System (GIS) environment. Global Moran’s I test and hot spot cluster analysis provided the existing spatial distribution of schools. Desire line maps are prepared to note the distances children are traveling for schools. Parents’ preference patterns are comprehended in the SERVQUAL framework. Cluster analysis is performed to identify the different categories of parents with respect to their preference patterns. These categories are profiled with their demographic characteristics using logit model. Next, multinomial logit model is used to ascertain the type of schools selected by the parents of each identified category. The framework developed to assess the expectations and perceptions of parents from schools will help the school providers understand the satisfaction level of their users. Schools of different categories will be able to customize their serviceability. If preference is included in the location planning of schools, it will encourage children for active school transportation.","PeriodicalId":409871,"journal":{"name":"International Journal of Educational Reform","volume":"30 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Understanding Parents’ Preferences While School Selection in Indian Cities Using Cluster Analysis and Logit Model\",\"authors\":\"Swechcha Roy, S. Paul, Amarjeet Kumar, V. Agnihotri\",\"doi\":\"10.1177/10567879221114892\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Location of schools is one of the most important factors for encouraging active school transportation. The study identifies a gap that children lose a considerable amount of time in their school trips. The reason behind this is also identified: the ignorance of the population’s preferences while planning for this infrastructure. Location of schools in Kharagpur city is evaluated in Geographic Information System (GIS) environment. Global Moran’s I test and hot spot cluster analysis provided the existing spatial distribution of schools. Desire line maps are prepared to note the distances children are traveling for schools. Parents’ preference patterns are comprehended in the SERVQUAL framework. Cluster analysis is performed to identify the different categories of parents with respect to their preference patterns. These categories are profiled with their demographic characteristics using logit model. Next, multinomial logit model is used to ascertain the type of schools selected by the parents of each identified category. The framework developed to assess the expectations and perceptions of parents from schools will help the school providers understand the satisfaction level of their users. Schools of different categories will be able to customize their serviceability. If preference is included in the location planning of schools, it will encourage children for active school transportation.\",\"PeriodicalId\":409871,\"journal\":{\"name\":\"International Journal of Educational Reform\",\"volume\":\"30 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-07-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Educational Reform\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1177/10567879221114892\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Educational Reform","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1177/10567879221114892","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

学校的地理位置是促进学校交通活跃的最重要因素之一。该研究发现了一个差距,即孩子们在学校旅行中损失了相当多的时间。这背后的原因也被确定为:在规划基础设施时忽视了人口的偏好。在地理信息系统(GIS)环境下对哈尔浦尔市学校的选址进行了评价。Global Moran’s I检验和热点聚类分析提供了现有学校的空间分布。欲望线地图是用来记录孩子们上学的路程。家长的偏好模式在SERVQUAL框架中被理解。进行聚类分析,以确定不同类别的父母相对于他们的偏好模式。使用logit模型对这些类别进行了人口统计学特征分析。其次,使用多项逻辑模型来确定每个识别类别的家长选择的学校类型。为评估学校家长的期望和看法而开发的框架将有助于学校提供者了解其用户的满意度。不同类别的学校将能够定制其服务能力。如果在学校的选址规划中加入偏好,将会鼓励孩子们积极使用学校交通工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Understanding Parents’ Preferences While School Selection in Indian Cities Using Cluster Analysis and Logit Model
Location of schools is one of the most important factors for encouraging active school transportation. The study identifies a gap that children lose a considerable amount of time in their school trips. The reason behind this is also identified: the ignorance of the population’s preferences while planning for this infrastructure. Location of schools in Kharagpur city is evaluated in Geographic Information System (GIS) environment. Global Moran’s I test and hot spot cluster analysis provided the existing spatial distribution of schools. Desire line maps are prepared to note the distances children are traveling for schools. Parents’ preference patterns are comprehended in the SERVQUAL framework. Cluster analysis is performed to identify the different categories of parents with respect to their preference patterns. These categories are profiled with their demographic characteristics using logit model. Next, multinomial logit model is used to ascertain the type of schools selected by the parents of each identified category. The framework developed to assess the expectations and perceptions of parents from schools will help the school providers understand the satisfaction level of their users. Schools of different categories will be able to customize their serviceability. If preference is included in the location planning of schools, it will encourage children for active school transportation.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
1.20
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信