Acta Geographica Sinica ›› 2017, Vol. 72 ›› Issue (4): 603-617.doi: 10.11821/dlxb201704004
• Urbanization Research • Previous Articles Next Articles
Chenhao FU1,2(), Suhong ZHOU1,2(
), Xiaopei YAN1, Lin LIU1,2,3, Weishan CHEN1,2
Received:
2016-10-25
Revised:
2017-01-17
Online:
2017-04-20
Published:
2017-04-20
Supported by:
Chenhao FU, Suhong ZHOU, Xiaopei YAN, Lin LIU, Weishan CHEN. Spatio-temporal characteristics and influencing factors of consumer behavior in retailing centers: A case study of Guangzhou in Guangdong Province[J].Acta Geographica Sinica, 2017, 72(4): 603-617.
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Tab. 1
The sample size of each selected retailing center in Guangzhou
编号 | 调研点暨商场名称 | 频率 (份) | 编号 | 调研点暨商场名称 | 频率 (份) |
---|---|---|---|---|---|
1 | 广百百货 | 29 | 21 | 太古汇 | 32 |
2 | 名盛广场 | 33 | 22 | 摩登百货 | 23 |
3 | 五月花商业广场 | 23 | 23 | 东方宝泰广场 | 33 |
4 | 广州友谊商店 | 32 | 24 | 高德置地春商场 | 22 |
5 | 新大新东山广场 | 24 | 25 | 太阳新天地 | 25 |
6 | 中华广场 | 25 | 26 | 高德汇奥体店 | 45 |
7 | 王府井百货 | 24 | 27 | 天河城欧莱斯店 | 24 |
8 | 荔湾广场 | 25 | 28 | 海印又一城 | 25 |
9 | 恒宝广场 | 25 | 29 | 番禺万达广场 | 25 |
10 | 新光城市广场 | 25 | 30 | 钻汇广场 | 17 |
11 | 西城都荟 | 24 | 31 | 永旺梦乐城 | 22 |
12 | 东百花地湾百货 | 17 | 32 | 奥园广场 | 25 |
13 | 丽影广场 | 20 | 33 | 荔园新天地 | 25 |
14 | 万国广场 | 33 | 34 | 白云万达广场 | 33 |
15 | 广百新一城 | 25 | 35 | 百信广场 | 33 |
16 | 乐峰广场 | 33 | 36 | 五号停机坪广场 | 40 |
17 | 江燕路万科派 | 23 | 37 | 凯德广场云尚 | 24 |
18 | 正佳广场 | 42 | 38 | 嘉裕太阳城广场 | 31 |
19 | 天河城 | 36 | 39 | 萝岗万达广场 | 49 |
20 | 广百百货天河店 | 25 | 总计 | 1096 |
Tab. 2
The variables of influencing factors structural equation modeling of consumer spatial-temporalbehavior in Guangzhou retailing centers
潜变量 | 编号 | 观测变量 | 变量类型 | 潜变量 | 编号 | 观测变量 | 变量类型 |
---|---|---|---|---|---|---|---|
社会经 济属性 | a1 | 年龄 | 连续变量 | 商业空 间属性 | a17 | 商品齐全度 | 等级变量 |
a2 | 性别 | 等级变量 | a18 | 商品质量 | 等级变量 | ||
a3 | 家庭结构 | 等级变量 | a19 | 餐饮设施条件 | 等级变量 | ||
a4 | 在广州居住时间 | 等级变量 | a20 | 休闲娱乐设施条件 | 等级变量 | ||
a5 | 居住区位 | 等级变量 | a21 | 价格水平 | 等级变量 | ||
a6 | 就业状况 | 等级变量 | 消费 偏好 | a22 | 陪伴状态 | 虚拟变量 | |
a7 | 家庭月收入 | 等级变量 | a23 | 消费结构(目的) | 等级变量 | ||
a8 | 是否有私家车 | 虚拟变量 | a24 | 消费额 | 连续变量 | ||
a9 | 商场知名度 | 等级变量 | a25 | 出行路径类型 | 等级变量 | ||
a10 | 商场卫生状况 | 等级变量 | a26 | 出行交通方式 | 等级变量 | ||
商业空 间属性 | a11 | 商场布局舒适度 | 等级变量 | a27 | 出行花费时间 | 连续变量 | |
a12 | 服务与售后 | 等级变量 | 时空 行为 | a28 | 消费出行距离 | 连续变量 | |
a13 | 停车条件 | 等级变量 | a29 | 消费活动范围 | 连续变量 | ||
a14 | 交通便捷性 | 等级变量 | a30 | 消费时段 | 等级变量 | ||
a15 | 附近商圈条件 | 等级变量 | a31 | 消费时长 | 连续变量 | ||
a16 | 商场综合性 | 等级变量 |
Tab. 3
The path verification of structural equation model after correction
路径 | 估计值 | S.E. | C.R. | P值 |
---|---|---|---|---|
H3:社会经济属性?消费偏好 | -0.368 | 0.085 | -4.316 | 0.000*** |
H4:商业空间属性?消费偏好 | -0.103 | 0.036 | -2.846 | 0.004 |
H5:商业空间属性?时空行为 | 0.527 | 0.074 | 7.108 | 0.000*** |
H6:消费偏好?时空行为 | -0.084 | 0.036 | -2.357 | 0.018 |
社会经济属性?a1 | 2.683 | 0.467 | 5.743 | 0.000*** |
社会经济属性?a3 | 0.960 | 0.159 | 6.045 | 0.000*** |
社会经济属性?a4 | 1.000 | - | - | - |
社会经济属性?a6 | -1.252 | 0.344 | -3.638 | 0.000*** |
社会经济属性?a7 | 0.470 | 0.113 | 4.165 | 0.000*** |
商业空间属性?a9 | 1.000 | - | - | - |
商业空间属性?a10 | 0.720 | 0.064 | 11.336 | 0.000*** |
商业空间属性?a11 | 0.919 | 0.070 | 13.044 | 0.000*** |
商业空间属性?a12 | 0.768 | 0.061 | 12.568 | 0.000*** |
商业空间属性?a13 | 0.956 | 0.109 | 8.742 | 0.000*** |
商业空间属性?a14 | 0.698 | 0.062 | 11.195 | 0.000*** |
商业空间属性?a15 | 0.799 | 0.065 | 12.356 | 0.000*** |
商业空间属性?a16 | 0.992 | 0.078 | 12.636 | 0.000*** |
商业空间属性?a17 | 0.869 | 0.066 | 13.082 | 0.000*** |
商业空间属性?a18 | 0.984 | 0.080 | 12.376 | 0.000*** |
商业空间属性?a19 | 0.910 | 0.075 | 12.178 | 0.000*** |
商业空间属性?a20 | 0.826 | 0.073 | 11.259 | 0.000*** |
商业空间属性?a21 | 0.912 | 0.069 | 13.172 | 0.000*** |
消费偏好?a26 | 1.652 | 0.223 | 7.424 | 0.000*** |
消费偏好?a27 | 1.000 | - | - | - |
时空行为?a28 | 1.000 | - | - | - |
时空行为?a29 | 0.778 | 0.114 | 6.796 | 0.000*** |
时空行为?a30 | 0.248 | 0.123 | 2.014 | 0.044 |
时空行为?a31 | 0.212 | 0.060 | 3.505 | 0.000*** |
Tab. 4
Evaluation results of fitting index after correction
适配指标 | 判定标准 | 修正后拟合值 | 拟合评价 |
---|---|---|---|
χ2/df | <3 | 2.442 | 理想 |
GFI | >0.90 | 0.959 | 理想 |
AGFI | >0.90 | 0.949 | 理想 |
NFI | >0.90(>0.8可接受) | 0.840 | 接受 |
CFI | >0.90(>0.8可接受) | 0.898 | 接受 |
TLI | >0.90 | 0.883 | 接近 |
IFI | >0.90(>0.8可接受) | 0.899 | 接受 |
PGFI | >0.50 | 0.767 | 理想 |
PNFI | >0.50 | 0.731 | 理想 |
RMR | <0.05 | 0.002 | 理想 |
RMSEA | <0.05 | 0.036 | 理想 |
Tab. 5
Diagrammatic sketch of standardized chain effects between latent variables
路径(总效应) | 直接路径(直接效应) | 间接路径(间接效应) |
---|---|---|
社会经济属性?消费偏好(0.274) | 社会经济属性?消费偏好(0.274) | |
社会经济属性?时空行为(0.134) | 社会经济属性?消费偏好?时空行为(0.134) | |
商业空间属性?消费偏好(0.129) | 商业空间属性?消费偏好(0.129) | |
商业空间属性?时空行为(0.160) | 商业空间属性?时空行为(0.097) | 商业空间属性?消费偏好?时空行为(0.063) |
消费偏好?时空行为(0.488) | 消费偏好?时空行为(0.488) |
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