地理科学进展 ›› 2020, Vol. 39 ›› Issue (8): 1270-1282.doi: 10.18306/dlkxjz.2020.08.003
刘晔1,2(), 肖童1,2, 刘于琪3,*(
), 邱婴芝4, 刘义5, 李志刚6,7
收稿日期:
2019-07-02
修回日期:
2019-11-12
出版日期:
2020-08-28
发布日期:
2020-10-28
通讯作者:
刘于琪
作者简介:
刘晔(1986— ),男,广东广州人,教授,博士生导师,主要研究方向为人口地理、城市地理和健康地理。E-mail: 基金资助:
LIU Ye1,2(), XIAO Tong1,2, LIU Yuqi3,*(
), QIU Yingzhi4, LIU Yi5, LI Zhigang6,7
Received:
2019-07-02
Revised:
2019-11-12
Online:
2020-08-28
Published:
2020-10-28
Contact:
LIU Yuqi
Supported by:
摘要:
人民群众幸福感的提升,是新型城镇化的落脚点,改善人居环境是城镇化质量提升的必然要求。既有的社区环境与居民幸福感关系的研究大多基于行政管辖范围评估社区的建成环境状况,且忽视了城市建成环境影响居民幸福感的中间机制。论文基于广州市23个社区采集的问卷调查数据,利用多层线性回归模型、中介效应分析和分层分析,识别影响居民幸福感的建成环境因素,揭示了居住满意度所起到的中介作用,尤其关注缓冲区的重新划定对分析结果的影响,以及建成环境对幸福感影响的异质性效应。结果表明:① 相较于行政管辖范围和1000 m面要素缓冲区,基于15 min步行可达范围所提取的建成环境指标与居民主观幸福感的关联程度更高;② 人均绿地面积、POI点密度与居民幸福感呈正相关关系,人口密度与幸福感呈负相关关系;③ 居住满意度在POI点密度与居民主观幸福感之间的关系中发挥了完全中介作用;④ 异质性分析结果表明,社区建成环境与个体幸福感的关联程度因居民的户籍、住房产权和就业情况不同而呈现显著差异。
刘晔, 肖童, 刘于琪, 邱婴芝, 刘义, 李志刚. 城市建成环境对广州市居民幸福感的影响——基于15 min步行可达范围的分析[J]. 地理科学进展, 2020, 39(8): 1270-1282.
LIU Ye, XIAO Tong, LIU Yuqi, QIU Yingzhi, LIU Yi, LI Zhigang. Impacts of urban built environments on residents’ subjective well-being: An analysis based on 15-minute walking distance[J]. PROGRESS IN GEOGRAPHY, 2020, 39(8): 1270-1282.
表1
样本相关变量描述性统计分析"
类别 | 变量 | 说明 | 均值或比率 | ||
---|---|---|---|---|---|
主观幸福感 | 生活满意度 | 生活满意度量表(SWLS) | 20.83 (5.39) | ||
个体家庭属性 | 年龄 | 18~30岁 | 18.52% | ||
30~60岁 | 77.48% | ||||
60岁以上 | 4.00% | ||||
性别 | 男性 | 52.26% | |||
女性 | 47.74% | ||||
受教育程度 | 初中及以下 | 31.83% | |||
高中、中专、职高、技校 | 33.48% | ||||
大专、本科及以上 | 34.69% | ||||
个人年收入 | 小于1万元 | 6.70% | |||
1万~5万元 | 54.00% | ||||
5万~10万元 | 25.48% | ||||
大于10万元 | 13.83% | ||||
就业情况 | 从业 | 83.91% | |||
无业 | 16.09% | ||||
户籍状况 | 广州本地户籍 | 59.39% | |||
非广州本地户籍 | 40.61% | ||||
社会保障情况 | 购买所有社会保险 | 78.61% | |||
未购买社会保险 | 13.22% | ||||
在本社区居住时长 | 在社区居住年限 | 14.97 (13.55) | |||
身体健康状况 | 健康(4~5) | 84.61% | |||
不健康(1~3) | 15.39% | ||||
心理健康状况 | GHQ-12量表,大于27分为不健康 | 22.63 (5.27) | |||
住房产权 | 拥有当前住房所有权 | 54.17% | |||
对当前住房没有所有权 | 45.83% | ||||
婚姻家庭组织情况 | 已婚并居住在一起 | 78.17% | |||
已婚但分居两地 | 1.83% | ||||
单身、离异和丧偶 | 20.00% | ||||
社区社会 环境 | 邻里剥夺指数 | 初中及以下学历人口比重、低收入从业人员比重、住房自有率、人均住房面积的综合指标 | -0.15 (1.86) | ||
社区凝聚力指数 | 社区归属感、社区互助、社区互动、社区参与、社区控制 | 16.48 (1.45) | |||
社区建成 环境 | 居委行政 管辖范围 | 1000 m面要素 缓冲区 | 15 min步行 可达范围 | ||
常住人口密度 | 地理单元内常住人口与其面积之比/(万人/km2) | 6.45 (7.76) | 1.16 (1.37) | 1.23 (1.27) | |
人均绿地面积 | 地理单元内所有绿地面积与其常住人口之比/(m2/人) | 13.36 (21.55) | 74.88 (152.50) | 49.05 (119.99) | |
路网密度 | 宅间小路及以上等级道路长度总和与地理单元面积之比/(km/km2) | 19.67 (13.26) | 10.17 (3.19) | 18.77 (2.78) | |
POI密度 | 宾馆、餐饮等12类设施数量总和与地理单元面积之比/(个/km2) | 2416 (2404) | 104 (54) | 123 (52) | |
公交站点密度 | 公交、地铁站点个数与地理单元面积之比/(个/km2) | 7.21 (10.07) | 7.49 (3.78) | 9.73 (3.77) | |
建筑密度 | 建筑物的基底面积总和与地理单元面积之比/% | 31.24 (41.63) | 35.88 (13.10) | 12.31 (9.88) |
表2
居民主观幸福感的多层线性回归模型结果"
变量 | 模型1(居委行政管辖范围) | 模型2(1000 m面要素缓冲区) | 模型3(15 min步行可达范围) | |||||
---|---|---|---|---|---|---|---|---|
系数 | 标准误 | 系数 | 标准误 | 系数 | 标准误 | |||
社区建成环境 | ||||||||
常住人口密度 | -0.035 | 0.040 | -0.423 | 0.395 | -0.739** | 0.371 | ||
人均绿地面积 | 0.028 | 0.019 | 0.003 | 0.002 | 0.005** | 0.002 | ||
路网密度 | 0.005 | 0.035 | 0.036 | 0.099 | -0.064 | 0.088 | ||
设施POI点密度 | 0.010 | 0.020 | 0.638 | 1.344 | 1.951* | 1.178 | ||
公交站点密度 | -0.026 | 0.039 | -0.042 | 0.128 | 0.096 | 0.087 | ||
建筑密度 | 0.035 | 0.039 | 0.038 | 0.030 | -0.027 | 0.032 | ||
社区社会环境 | ||||||||
邻里剥夺指数 | -0.614** | 0.240 | -0.428* | 0.237 | -0.487** | 0.243 | ||
社区凝聚力指数 | 0.071 | 0.252 | 0.098 | 0.305 | -0.095 | 0.272 | ||
个体家庭属性 | ||||||||
年龄 | 0.023* | 0.012 | 0.022* | 0.012 | 0.021* | 0.012 | ||
性别(参照组:男) | ||||||||
女 | 0.271 | 0.259 | 0.257 | 0.261 | 0.254 | 0.262 | ||
婚姻家庭组织情况(参照组:已婚并居住在一起) | ||||||||
单身、离异和丧偶 | 0.087 | 0.438 | 0.067 | 0.436 | 0.045 | 0.436 | ||
已婚但分居两地 | -0.250 | 1.183 | -0.191 | 1.165 | -0.181 | 1.185 | ||
受教育程度(参照组:初中及以下) | ||||||||
高中、中专、职高、技校 | -0.473 | 0.322 | -0.483 | 0.314 | -0.457 | 0.318 | ||
大专、本科及以上 | 1.148** | 0.509 | 1.110** | 0.505 | 1.103** | 0.518 | ||
个人年收入 | 0.167* | 0.099 | 0.160 | 0.102 | 0.161 | 0.101 | ||
住房产权(参照组:没有住房产权) | ||||||||
业主 | 1.489*** | 0.453 | 1.515*** | 0.488 | 1.482*** | 0.486 | ||
就业情况(参照组:有工作) | ||||||||
无业 | 1.014 | 0.702 | 0.995 | 0.699 | 0.965 | 0.691 | ||
社会保障 (参照组:购买所有社会保险) | ||||||||
未购买任何社会保险 | 0.433 | 0.506 | 0.411 | 0.513 | 0.405 | 0.522 | ||
户籍(参照组:非广州户籍) | ||||||||
广州本地户籍 | -0.254 | 0.400 | -0.185 | 0.401 | -0.195 | 0.401 | ||
自评身体健康(参照组:不健康) | ||||||||
健康 | 1.559*** | 0.486 | 1.622*** | 0.443 | 1.630*** | 0.442 | ||
心理问题 | -0.089** | 0.039 | -0.088** | 0.040 | -0.088** | 0.039 | ||
在社区的居住时间 | 0.002 | 0.019 | 0.006 | 0.018 | 0.011 | 0.019 | ||
常数 | 15.152*** | 4.657 | 14.007** | 5.499 | 18.628*** | 5.227 | ||
组内方差 | 23.890*** | 1.969 | 23.890*** | 1.960 | 23.892*** | 1.953 | ||
组间方差 | 0.774 | 0.341 | 0.707 | 0.428 | 0.610 | 0.375 | ||
社区数目 | 23 | 23 | 23 | |||||
样本量 | 1150 | 1150 | 1150 | |||||
对数似然值 | -3467.400 | -3466.767 | -3465.866 |
表3
居住满意度的中介效应检验结果"
变量 | 模型3(因变量:生活满意度) | 模型4(因变量:居住满意度) | 模型5(因变量:生活满意度) | |||||
---|---|---|---|---|---|---|---|---|
系数 | 标准误 | 系数 | 标准误 | 系数 | 标准误 | |||
社区建成环境(基于15 min步行可达范围) | ||||||||
常住人口密度 | -0.739** | 0.371 | -0.134 | 0.457 | -0.705* | 0.402 | ||
人均绿地面积 | 0.005** | 0.002 | 0.005** | 0.002 | <-0.001 | 0.002 | ||
路网密度 | -0.064 | 0.088 | 0.073 | 0.148 | -0.083 | 0.084 | ||
POI点密度 | 1.951* | 1.178 | 3.082** | 1.262 | 1.236 | 1.426 | ||
公交站点密度 | 0.096 | 0.087 | -0.127 | 0.135 | 0.125 | 0.088 | ||
建筑密度 | -0.027 | 0.032 | -0.016 | 0.050 | -0.023 | 0.039 | ||
居住满意度 | 0.227*** | 0.033 | ||||||
常数 | 18.628*** | 5.227 | 23.539*** | 7.494 | 13.493** | 5.655 | ||
组内方差 | 23.892*** | 1.953 | 21.584*** | 2.020 | 22.694*** | 1.944 | ||
组间方差 | 0.610 | 0.375 | 1.494 | 0.503 | 0.284 | 0.163 | ||
社区数目 | 23 | 23 | 23 | |||||
样本量 | 1150 | 1150 | 1150 | |||||
对数似然值 | -3465.866 | -3415.057 | -3432.493 |
表4
基于社会经济地位的分层分析结果"
变量 | 系数 | |||||
---|---|---|---|---|---|---|
模型6a (广州本地户籍) | 模型6b (非广州本地户籍) | 模型7a (业主) | 模型7b (租客) | 模型8a (从业) | 模型8b (无业) | |
社区建成环境(基于15 min步行可达范围) | ||||||
常住人口密度 | -0.766* (0.457) | -0.611 (0.647) | -1.179** (0.510) | -0.286 (0.521) | -0.837** (0.380) | 0.438 (0.626) |
人均绿地面积 | 0.004** (0.002) | 0.007** (0.003) | 0.004** (0.002) | 0.008** (0.004) | 0.003* (0.002) | 0.014*** (0.003) |
路网密度 | -0.139 (0.088) | 0.171 (0.179) | -0.171* (0.100) | 0.184 (0.139) | -0.048 (0.075) | -0.109 (0.132) |
POI点密度 | 1.492 (1.246) | 2.463 (1.950) | 2.343* (1.247) | 2.310 (1.731) | 1.863 (1.2520) | 1.878 (1.647) |
公交站点密度 | 0.165* (0.098) | 0.046 (0.138) | 0.204* (0.123) | -0.116 (0.116) | 0.078 (0.080) | 0.287* (0.167) |
建筑密度 | -0.023 (0.037) | -0.070 (0.049) | -0.047 (0.039) | -0.030 (0.028) | -0.016 (0.027) | -0.103 (0.075) |
常数 | 19.633*** (7.365) | 14.981* (7.765) | 26.926*** (7.645) | 4.749 (4.522) | 11.870* (6.418) | 25.395** (11.796) |
组内方差 | 25.010*** (1.498) | 21.032*** (2.804) | 23.293*** (1.581) | 23.918*** (2.880) | 23.089*** (2.117) | 23.787*** (2.243) |
组间方差 | 0.348 (0.388) | 0.903 (0.890) | 0.587 (0.417) | 1.87E-22 (1.75E-20) | 0.363 (0.311) | 1.74E-21 (1.39E-19) |
社区数量 | 23 | 23 | 23 | 23 | 23 | 23 |
样本量 | 683 | 467 | 623 | 527 | 965 | 185 |
对数似然值 | -2072.410 | -1380.379 | -1870.417 | -1584.300 | -2889.712 | -555.647 |
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