心理学报 ›› 2023, Vol. 55 ›› Issue (2): 286-300.doi: 10.3724/SP.J.1041.2023.00286
收稿日期:
2022-02-25
发布日期:
2022-11-10
出版日期:
2023-02-25
通讯作者:
高月涛
E-mail:ytgao@xmu.edu.cn
基金资助:
GONG Shiyang1, ZHANG Yibo2, GAO Yuetao2()
Received:
2022-02-25
Online:
2022-11-10
Published:
2023-02-25
Contact:
GAO Yuetao
E-mail:ytgao@xmu.edu.cn
摘要:
睡眠剥夺正在成为人们面临的一种普遍问题, 但是已有研究很少将睡眠剥夺与消费者行为联系起来。本文采用真实购物情境下的大规模消费者个体层面数据(N = 1625472), 通过建立计量经济学模型来研究睡眠剥夺与购物后悔的关系。结果表明, 睡眠剥夺显著地增加了消费者的购物后悔倾向, 具体在行为上表现为增加了商品的退货概率和加快了商品的退货速度。此外, 商品的价格正向调节了睡眠剥夺对购物后悔的影响, 而促销优惠金额的比例则负向调节了睡眠剥夺对购物后悔的影响。
中图分类号:
龚诗阳, 张义博, 高月涛. (2023). 睡眠剥夺与购物后悔:来自大规模个体层面数据的证据. 心理学报, 55(2), 286-300.
GONG Shiyang, ZHANG Yibo, GAO Yuetao. (2023). Sleep deprivation and post-purchase regret: Evidence from large-scale individual-level data. Acta Psychologica Sinica, 55(2), 286-300.
变量 | 类型 | 变量描述 |
---|---|---|
退货选择 | 因变量 | 消费者在购物后的10天之内是否选择退货(1 = 退货, 0 = 未退货) |
退货速度 | 因变量 | 消费者的退货时间距离购买时间的间隔天数 |
睡眠剥夺 | 自变量 | 消费者购物时间是否处于睡眠剥夺时段(1 = 睡眠剥夺, 0 = 非睡眠剥夺) |
商品价格 | 调节变量 | 消费者购物时选购商品的价格 |
促销优惠比例 | 调节变量 | 消费者参与促销的优惠金额与付款总金额的比例(优惠金额/付款总金额) |
优惠金额 | 控制变量 | 消费者购物时通过参与银行卡促销活动获得的优惠金额 |
网站促销时期 | 控制变量 | 购物网站是否处于大型促销时期(1 = 是, 0 = 否) |
顾客性别 | 控制变量 | 顾客性别(1 = 男性, 0 = 女性) |
顾客类型 | 控制变量 | 顾客类型(1 = 新用户, 2 = 普通用户, 3 = 老用户) |
表1 变量及描述
变量 | 类型 | 变量描述 |
---|---|---|
退货选择 | 因变量 | 消费者在购物后的10天之内是否选择退货(1 = 退货, 0 = 未退货) |
退货速度 | 因变量 | 消费者的退货时间距离购买时间的间隔天数 |
睡眠剥夺 | 自变量 | 消费者购物时间是否处于睡眠剥夺时段(1 = 睡眠剥夺, 0 = 非睡眠剥夺) |
商品价格 | 调节变量 | 消费者购物时选购商品的价格 |
促销优惠比例 | 调节变量 | 消费者参与促销的优惠金额与付款总金额的比例(优惠金额/付款总金额) |
优惠金额 | 控制变量 | 消费者购物时通过参与银行卡促销活动获得的优惠金额 |
网站促销时期 | 控制变量 | 购物网站是否处于大型促销时期(1 = 是, 0 = 否) |
顾客性别 | 控制变量 | 顾客性别(1 = 男性, 0 = 女性) |
顾客类型 | 控制变量 | 顾客类型(1 = 新用户, 2 = 普通用户, 3 = 老用户) |
自变量 | 平均值 | 标准差 | 最小值 | 中位数 | 最大值 |
---|---|---|---|---|---|
退货选择 | 0.070 | 0.256 | 0.000 | 0.000 | 1.000 |
退货速度 | 2.780 | 2.514 | 1.000 | 1.000 | 10.000 |
睡眠剥夺 | 0.091 | 0.288 | 0.000 | 0.000 | 1.000 |
商品价格 | 275.346 | 901.102 | 0.010 | 98.720 | 59999.720 |
促销优惠比例 | 0.022 | 0.090 | 0.000 | 0.005 | 1.000 |
优惠金额 | 0.587 | 1.774 | 0.010 | 0.500 | 188.000 |
网站促销时期 | 0.284 | 0.451 | 0.000 | 0.000 | 1.000 |
顾客性别 | 0.625 | 0.484 | 0.000 | 1.000 | 1.000 |
顾客类型 | 2.409 | 0.511 | 1.000 | 2.000 | 3.000 |
表2 变量的描述性统计
自变量 | 平均值 | 标准差 | 最小值 | 中位数 | 最大值 |
---|---|---|---|---|---|
退货选择 | 0.070 | 0.256 | 0.000 | 0.000 | 1.000 |
退货速度 | 2.780 | 2.514 | 1.000 | 1.000 | 10.000 |
睡眠剥夺 | 0.091 | 0.288 | 0.000 | 0.000 | 1.000 |
商品价格 | 275.346 | 901.102 | 0.010 | 98.720 | 59999.720 |
促销优惠比例 | 0.022 | 0.090 | 0.000 | 0.005 | 1.000 |
优惠金额 | 0.587 | 1.774 | 0.010 | 0.500 | 188.000 |
网站促销时期 | 0.284 | 0.451 | 0.000 | 0.000 | 1.000 |
顾客性别 | 0.625 | 0.484 | 0.000 | 1.000 | 1.000 |
顾客类型 | 2.409 | 0.511 | 1.000 | 2.000 | 3.000 |
自变量 | b | SE | z值 | p值 | 95%置信区间 |
---|---|---|---|---|---|
A.全部样本(N = 1625472) | |||||
睡眠剥夺 | 0.0136 | 0.0007 | 18.63 | 0.000 | [0.0122, 0.0150] |
商品价格(千元) | 0.0087 | 0.0003 | 34.30 | 0.000 | [0.0082, 0.0092] |
促销优惠比例 | -0.0438 | 0.0033 | -13.42 | 0.000 | [-0.0503, -0.0374] |
优惠金额(元) | -0.0006 | 0.0002 | -2.77 | 0.006 | [-0.0009, -0.0002] |
网站促销时期 | 0.0109 | 0.0005 | 23.96 | 0.000 | [0.0100, 0.0118] |
顾客性别 | -0.0003 | 0.0004 | -0.64 | 0.525 | [-0.0011, 0.0005] |
顾客类型 | 0.0098 | 0.0004 | 25.29 | 0.000 | [0.0091, 0.0106] |
B.去掉6月18日样本(N = 1595663) | |||||
睡眠剥夺 | 0.0109 | 0.0008 | 14.08 | 0.000 | [0.0094, 0.0124] |
商品价格(千元) | 0.0085 | 0.0003 | 33.18 | 0.000 | [0.0080, 0.0090] |
促销优惠比例 | -0.0411 | 0.0032 | -12.81 | 0.000 | [-0.0474, -0.0348] |
优惠金额(元) | -0.0006 | 0.0002 | -3.10 | 0.002 | [-0.0010, -0.0002] |
顾客性别 | -0.0002 | 0.0004 | -0.40 | 0.690 | [-0.0010, 0.0006] |
顾客类型 | 0.0099 | 0.0004 | 25.19 | 0.000 | [0.0091, 0.0106] |
表3 睡眠剥夺与退货选择:Logit模型回归结果
自变量 | b | SE | z值 | p值 | 95%置信区间 |
---|---|---|---|---|---|
A.全部样本(N = 1625472) | |||||
睡眠剥夺 | 0.0136 | 0.0007 | 18.63 | 0.000 | [0.0122, 0.0150] |
商品价格(千元) | 0.0087 | 0.0003 | 34.30 | 0.000 | [0.0082, 0.0092] |
促销优惠比例 | -0.0438 | 0.0033 | -13.42 | 0.000 | [-0.0503, -0.0374] |
优惠金额(元) | -0.0006 | 0.0002 | -2.77 | 0.006 | [-0.0009, -0.0002] |
网站促销时期 | 0.0109 | 0.0005 | 23.96 | 0.000 | [0.0100, 0.0118] |
顾客性别 | -0.0003 | 0.0004 | -0.64 | 0.525 | [-0.0011, 0.0005] |
顾客类型 | 0.0098 | 0.0004 | 25.29 | 0.000 | [0.0091, 0.0106] |
B.去掉6月18日样本(N = 1595663) | |||||
睡眠剥夺 | 0.0109 | 0.0008 | 14.08 | 0.000 | [0.0094, 0.0124] |
商品价格(千元) | 0.0085 | 0.0003 | 33.18 | 0.000 | [0.0080, 0.0090] |
促销优惠比例 | -0.0411 | 0.0032 | -12.81 | 0.000 | [-0.0474, -0.0348] |
优惠金额(元) | -0.0006 | 0.0002 | -3.10 | 0.002 | [-0.0010, -0.0002] |
顾客性别 | -0.0002 | 0.0004 | -0.40 | 0.690 | [-0.0010, 0.0006] |
顾客类型 | 0.0099 | 0.0004 | 25.19 | 0.000 | [0.0091, 0.0106] |
自变量 | 匹配方法 | 平均处理效应 | SE | t值 |
---|---|---|---|---|
睡眠剥夺 | 1. 临近匹配(1:1, 可放回匹配) | 0.0118 | 0.0009 | 12.88*** |
2. 临近匹配(1:1, 无放回匹配) | 0.0149 | 0.0007 | 20.23*** | |
3. 临近匹配(1:4) | 0.0112 | 0.0008 | 13.38*** | |
4. 样条匹配 | 0.0141 | 0.0008 | 17.75*** | |
1-4匹配方法均值 | 0.0130 |
表4 睡眠剥夺与退货选择:倾向得分匹配法的结果
自变量 | 匹配方法 | 平均处理效应 | SE | t值 |
---|---|---|---|---|
睡眠剥夺 | 1. 临近匹配(1:1, 可放回匹配) | 0.0118 | 0.0009 | 12.88*** |
2. 临近匹配(1:1, 无放回匹配) | 0.0149 | 0.0007 | 20.23*** | |
3. 临近匹配(1:4) | 0.0112 | 0.0008 | 13.38*** | |
4. 样条匹配 | 0.0141 | 0.0008 | 17.75*** | |
1-4匹配方法均值 | 0.0130 |
自变量 | b | SE | z值 | p值 | 95%置信区间 |
---|---|---|---|---|---|
A.睡眠剥夺其它编码方式(按上午、下午、晚上和凌晨划分, 以晚上6:00p.m.~11:59p.m.为基准) | |||||
凌晨(12:00a.m.~5:59a.m.) | 0.0149 | 0.0008 | 18.44 | 0.000 | [0.0133, 0.0165] |
上午(6:00a.m.~11:59a.m.) | 0.0029 | 0.0005 | 5.45 | 0.000 | [0.0019, 0.0039] |
下午(12:00p.m.~5:59p.m.) | 0.0008 | 0.0005 | 1.67 | 0.094 | [-0.0001, 0.0018] |
B.睡眠剥夺其它编码方式(按小时划分, 以晚上8:00p.m.~8:59p.m.为基准) | |||||
晚上(9:00p.m.~9:59p.m.) | 0.0003 | 0.0012 | 0.22 | 0.823 | [-0.0021, 0.0027] |
晚上(10:00p.m.~10:59p.m.) | 0.0010 | 0.0012 | 0.81 | 0.416 | [-0.0013, 0.0032] |
晚上(11:00p.m.~11:59p.m.) | 0.0067 | 0.0014 | 4.95 | 0.000 | [0.0040, 0.0093] |
凌晨(12:00a.m.~0:59a.m.) | 0.0224 | 0.0015 | 15.16 | 0.000 | [0.0195, 0.0253] |
凌晨(1:00a.m.~1:59a.m.) | 0.0107 | 0.0019 | 5.68 | 0.000 | [0.0070, 0.0144] |
凌晨(2:00a.m.~2:59a.m.) | 0.0082 | 0.0026 | 3.13 | 0.002 | [0.0031, 0.0134] |
凌晨(3:00a.m.~3:59a.m.) | 0.0100 | 0.0034 | 2.93 | 0.003 | [0.0033, 0.0168] |
凌晨(4:00a.m.~4:59a.m.) | 0.0111 | 0.0038 | 2.90 | 0.004 | [0.0036, 0.0186] |
凌晨(5:00a.m.~5:59a.m.) | 0.0081 | 0.0031 | 2.67 | 0.008 | [0.0022, 0.0141] |
上午(6:00a.m.~6:59a.m.) | 0.0069 | 0.0020 | 3.37 | 0.001 | [0.0029, 0.0109] |
上午(7:00a.m.~7:59a.m.) | 0.0044 | 0.0016 | 2.77 | 0.006 | [0.0013, 0.0075] |
上午(8:00a.m.~8:59a.m.) | 0.0027 | 0.0014 | 2.02 | 0.043 | [0.0001, 0.0054] |
上午(9:00a.m.~9:59a.m.) | 0.0061 | 0.0013 | 4.68 | 0.000 | [0.0035, 0.0086] |
上午(10:00a.m.~10:59a.m.) | 0.0044 | 0.0012 | 3.56 | 0.000 | [0.0020, 0.0068] |
上午(11:00a.m.~11:59a.m.) | 0.0051 | 0.0013 | 3.93 | 0.000 | [0.0025, 0.0076] |
下午(12:00p.m.~00:59p.m.) | 0.0058 | 0.0013 | 4.43 | 0.000 | [0.0033, 0.0084] |
下午(1:00p.m.~1:59p.m.) | 0.0036 | 0.0013 | 2.76 | 0.006 | [0.0011, 0.0062] |
下午(2:00p.m.~2:59p.m.) | 0.0022 | 0.0013 | 1.73 | 0.084 | [-0.0003, 0.0048] |
下午(3:00p.m.~3:59p.m.) | 0.0018 | 0.0013 | 1.43 | 0.153 | [-0.0007, 0.0043] |
下午(4:00p.m.~4:59p.m.) | 0.0017 | 0.0013 | 1.37 | 0.171 | [-0.0007, 0.0042] |
下午(5:00p.m.~5:59p.m.) | 0.0007 | 0.0013 | 0.54 | 0.592 | [-0.0018, 0.0032] |
晚上(6:00p.m.~6:59p.m.) | 0.0013 | 0.0013 | 0.97 | 0.333 | [-0.0013, 0.0039] |
晚上(7:00p.m.~7:59p.m.) | 0.0024 | 0.0013 | 1.77 | 0.077 | [-0.0003, 0.0050] |
表5 睡眠剥夺与退货选择:不同编码方式的回归结果
自变量 | b | SE | z值 | p值 | 95%置信区间 |
---|---|---|---|---|---|
A.睡眠剥夺其它编码方式(按上午、下午、晚上和凌晨划分, 以晚上6:00p.m.~11:59p.m.为基准) | |||||
凌晨(12:00a.m.~5:59a.m.) | 0.0149 | 0.0008 | 18.44 | 0.000 | [0.0133, 0.0165] |
上午(6:00a.m.~11:59a.m.) | 0.0029 | 0.0005 | 5.45 | 0.000 | [0.0019, 0.0039] |
下午(12:00p.m.~5:59p.m.) | 0.0008 | 0.0005 | 1.67 | 0.094 | [-0.0001, 0.0018] |
B.睡眠剥夺其它编码方式(按小时划分, 以晚上8:00p.m.~8:59p.m.为基准) | |||||
晚上(9:00p.m.~9:59p.m.) | 0.0003 | 0.0012 | 0.22 | 0.823 | [-0.0021, 0.0027] |
晚上(10:00p.m.~10:59p.m.) | 0.0010 | 0.0012 | 0.81 | 0.416 | [-0.0013, 0.0032] |
晚上(11:00p.m.~11:59p.m.) | 0.0067 | 0.0014 | 4.95 | 0.000 | [0.0040, 0.0093] |
凌晨(12:00a.m.~0:59a.m.) | 0.0224 | 0.0015 | 15.16 | 0.000 | [0.0195, 0.0253] |
凌晨(1:00a.m.~1:59a.m.) | 0.0107 | 0.0019 | 5.68 | 0.000 | [0.0070, 0.0144] |
凌晨(2:00a.m.~2:59a.m.) | 0.0082 | 0.0026 | 3.13 | 0.002 | [0.0031, 0.0134] |
凌晨(3:00a.m.~3:59a.m.) | 0.0100 | 0.0034 | 2.93 | 0.003 | [0.0033, 0.0168] |
凌晨(4:00a.m.~4:59a.m.) | 0.0111 | 0.0038 | 2.90 | 0.004 | [0.0036, 0.0186] |
凌晨(5:00a.m.~5:59a.m.) | 0.0081 | 0.0031 | 2.67 | 0.008 | [0.0022, 0.0141] |
上午(6:00a.m.~6:59a.m.) | 0.0069 | 0.0020 | 3.37 | 0.001 | [0.0029, 0.0109] |
上午(7:00a.m.~7:59a.m.) | 0.0044 | 0.0016 | 2.77 | 0.006 | [0.0013, 0.0075] |
上午(8:00a.m.~8:59a.m.) | 0.0027 | 0.0014 | 2.02 | 0.043 | [0.0001, 0.0054] |
上午(9:00a.m.~9:59a.m.) | 0.0061 | 0.0013 | 4.68 | 0.000 | [0.0035, 0.0086] |
上午(10:00a.m.~10:59a.m.) | 0.0044 | 0.0012 | 3.56 | 0.000 | [0.0020, 0.0068] |
上午(11:00a.m.~11:59a.m.) | 0.0051 | 0.0013 | 3.93 | 0.000 | [0.0025, 0.0076] |
下午(12:00p.m.~00:59p.m.) | 0.0058 | 0.0013 | 4.43 | 0.000 | [0.0033, 0.0084] |
下午(1:00p.m.~1:59p.m.) | 0.0036 | 0.0013 | 2.76 | 0.006 | [0.0011, 0.0062] |
下午(2:00p.m.~2:59p.m.) | 0.0022 | 0.0013 | 1.73 | 0.084 | [-0.0003, 0.0048] |
下午(3:00p.m.~3:59p.m.) | 0.0018 | 0.0013 | 1.43 | 0.153 | [-0.0007, 0.0043] |
下午(4:00p.m.~4:59p.m.) | 0.0017 | 0.0013 | 1.37 | 0.171 | [-0.0007, 0.0042] |
下午(5:00p.m.~5:59p.m.) | 0.0007 | 0.0013 | 0.54 | 0.592 | [-0.0018, 0.0032] |
晚上(6:00p.m.~6:59p.m.) | 0.0013 | 0.0013 | 0.97 | 0.333 | [-0.0013, 0.0039] |
晚上(7:00p.m.~7:59p.m.) | 0.0024 | 0.0013 | 1.77 | 0.077 | [-0.0003, 0.0050] |
自变量 | 子样本 | N | b | SE | z值 | p值 | 95%置信区间 |
---|---|---|---|---|---|---|---|
睡眠剥夺 | 享乐品:美妆 | 54629 | 0.0306 | 0.0042 | 7.36 | 0.000 | [0.0225, 0.0388] |
实用品:冰箱 | 7282 | 0.0122 | 0.0121 | 1.01 | 0.313 | [-0.0115, 0.0358] | |
周中 | 1150581 | 0.0176 | 0.0014 | 12.60 | 0.000 | [0.0149, 0.0204] | |
周末 | 474891 | 0.0123 | 0.0009 | 14.43 | 0.000 | [0.0107, 0.0140] |
表6 睡眠剥夺与退货选择:子样本的回归结果
自变量 | 子样本 | N | b | SE | z值 | p值 | 95%置信区间 |
---|---|---|---|---|---|---|---|
睡眠剥夺 | 享乐品:美妆 | 54629 | 0.0306 | 0.0042 | 7.36 | 0.000 | [0.0225, 0.0388] |
实用品:冰箱 | 7282 | 0.0122 | 0.0121 | 1.01 | 0.313 | [-0.0115, 0.0358] | |
周中 | 1150581 | 0.0176 | 0.0014 | 12.60 | 0.000 | [0.0149, 0.0204] | |
周末 | 474891 | 0.0123 | 0.0009 | 14.43 | 0.000 | [0.0107, 0.0140] |
自变量 | b | SE | z值 | p值 | 风险比率 [95%置信区间] |
---|---|---|---|---|---|
睡眠剥夺 | 0.1943 | 0.0093 | 20.79 | 0.000 | 1.2144 [1.1924, 1.2369] |
商品价格(千元) | 0.0736 | 0.0018 | 41.07 | 0.000 | 1.0764 [1.0726, 1.0802] |
促销优惠比例 | -0.7126 | 0.0508 | -14.03 | 0.000 | 0.4904[0.4439, 0.5417] |
优惠金额(元) | -0.0075 | 0.0029 | -2.55 | 0.011 | 0.9926 [0.9869, 0.9983] |
网站促销时期 | 0.1571 | 0.0063 | 24.86 | 0.000 | 1.1701 [1.1557, 1.1847] |
顾客性别 | -0.0034 | 0.0061 | -0.56 | 0.573 | 0.9966 [0.9848, 1.0085] |
顾客类型 | 0.1444 | 0.0058 | 25.03 | 0.000 | 1.1553 [1.1423, 1.1684] |
表7 睡眠剥夺与退货速度:Cox比例风险模型回归结果
自变量 | b | SE | z值 | p值 | 风险比率 [95%置信区间] |
---|---|---|---|---|---|
睡眠剥夺 | 0.1943 | 0.0093 | 20.79 | 0.000 | 1.2144 [1.1924, 1.2369] |
商品价格(千元) | 0.0736 | 0.0018 | 41.07 | 0.000 | 1.0764 [1.0726, 1.0802] |
促销优惠比例 | -0.7126 | 0.0508 | -14.03 | 0.000 | 0.4904[0.4439, 0.5417] |
优惠金额(元) | -0.0075 | 0.0029 | -2.55 | 0.011 | 0.9926 [0.9869, 0.9983] |
网站促销时期 | 0.1571 | 0.0063 | 24.86 | 0.000 | 1.1701 [1.1557, 1.1847] |
顾客性别 | -0.0034 | 0.0061 | -0.56 | 0.573 | 0.9966 [0.9848, 1.0085] |
顾客类型 | 0.1444 | 0.0058 | 25.03 | 0.000 | 1.1553 [1.1423, 1.1684] |
自变量 | b | SE | z值 | p值 | 95%置信区间 |
---|---|---|---|---|---|
睡眠剥夺 | 0.0125 | 0.0008 | 15.01 | 0.000 | [0.0109, 0.0142] |
商品价格(千元) | 0.0083 | 0.0003 | 31.28 | 0.000 | [0.0078, 0.0088] |
促销优惠比例 | -0.0413 | 0.0034 | -12.02 | 0.000 | [-0.0481, -0.0346] |
睡眠剥夺 × 商品价格(千元) | 0.0030 | 0.0008 | 3.73 | 0.000 | [0.0014, 0.0045] |
睡眠剥夺 × 促销优惠比例 | -0.0227 | 0.0106 | -2.15 | 0.032 | [-0.0434, -0.0020] |
优惠金额(元) | -0.0006 | 0.0002 | -2.79 | 0.005 | [-0.0009, 0.0002] |
网站促销时期 | 0.0108 | 0.0005 | 23.74 | 0.000 | [0.0099, 0.0117] |
顾客性别 | -0.0003 | 0.0004 | -0.62 | 0.532 | [-0.0011, 0.0005] |
顾客类型 | 0.0098 | 0.0004 | 25.28 | 0.000 | [-0.0091, 0.0106] |
表8 购物环境线索的调节效应:商品价格和促销优惠比例
自变量 | b | SE | z值 | p值 | 95%置信区间 |
---|---|---|---|---|---|
睡眠剥夺 | 0.0125 | 0.0008 | 15.01 | 0.000 | [0.0109, 0.0142] |
商品价格(千元) | 0.0083 | 0.0003 | 31.28 | 0.000 | [0.0078, 0.0088] |
促销优惠比例 | -0.0413 | 0.0034 | -12.02 | 0.000 | [-0.0481, -0.0346] |
睡眠剥夺 × 商品价格(千元) | 0.0030 | 0.0008 | 3.73 | 0.000 | [0.0014, 0.0045] |
睡眠剥夺 × 促销优惠比例 | -0.0227 | 0.0106 | -2.15 | 0.032 | [-0.0434, -0.0020] |
优惠金额(元) | -0.0006 | 0.0002 | -2.79 | 0.005 | [-0.0009, 0.0002] |
网站促销时期 | 0.0108 | 0.0005 | 23.74 | 0.000 | [0.0099, 0.0117] |
顾客性别 | -0.0003 | 0.0004 | -0.62 | 0.532 | [-0.0011, 0.0005] |
顾客类型 | 0.0098 | 0.0004 | 25.28 | 0.000 | [-0.0091, 0.0106] |
自变量 | b | SE | z值 | p值 | 95%置信区间 |
---|---|---|---|---|---|
A. 去掉6月18日样本(N = 1595663) | |||||
睡眠剥夺 | 0.0109 | 0.0008 | 14.08 | 0.000 | [0.0094, 0.0124] |
商品价格(千元) | 0.0085 | 0.0003 | 33.18 | 0.000 | [0.0080, 0.0090] |
促销优惠比例 | -0.0411 | 0.0032 | -12.81 | 0.000 | [-0.0474, -0.0348] |
优惠金额(元) | -0.0006 | 0.0002 | -3.10 | 0.002 | [-0.0010, -0.0002] |
顾客性别 | -0.0002 | 0.0004 | -0.40 | 0.690 | [-0.0010, 0.0006] |
顾客类型 | 0.0099 | 0.0004 | 25.19 | 0.000 | [0.0091, 0.0106] |
B. 去掉6月18日前后3日样本(N = 1466171) | |||||
睡眠剥夺 | 0.0087 | 0.0008 | 10.80 | 0.000 | [0.0072, 0.0103] |
商品价格(千元) | 0.0085 | 0.0003 | 32.94 | 0.000 | [0.0080, 0.0090] |
促销优惠比例 | -0.0459 | 0.0035 | -13.27 | 0.000 | [-0.0527, -0.0391] |
优惠金额(元) | -0.0005 | 0.0002 | -2.66 | 0.008 | [-0.0008, -0.0001] |
顾客性别 | -0.0001 | 0.0004 | 0.19 | 0.850 | [-0.0008, 0.0009] |
顾客类型 | 0.0089 | 0.0004 | 21.84 | 0.000 | [0.0081, 0.0097] |
C. 去掉6月18日前后5日样本(N = 1366567) | |||||
睡眠剥夺 | 0.0082 | 0.0008 | 9.74 | 0.000 | [0.0065, 0.0098] |
商品价格(千元) | 0.0083 | 0.0003 | 31.60 | 0.000 | [0.0078, 0.0088] |
促销优惠比例 | -0.0637 | 0.0040 | -15.95 | 0.000 | [-0.0715, -0.0559] |
优惠金额(元) | -0.0003 | 0.0002 | -1.68 | 0.093 | [-0.0007, 0.0001] |
顾客性别 | -0.0000 | 0.0004 | -0.01 | 0.991 | [-0.0009, 0.0009] |
顾客类型 | 0.0080 | 0.0004 | 19.13 | 0.000 | [0.0072, 0.0088] |
附表1 睡眠剥夺与退货选择:去掉购物网站促销阶段样本的回归结果
自变量 | b | SE | z值 | p值 | 95%置信区间 |
---|---|---|---|---|---|
A. 去掉6月18日样本(N = 1595663) | |||||
睡眠剥夺 | 0.0109 | 0.0008 | 14.08 | 0.000 | [0.0094, 0.0124] |
商品价格(千元) | 0.0085 | 0.0003 | 33.18 | 0.000 | [0.0080, 0.0090] |
促销优惠比例 | -0.0411 | 0.0032 | -12.81 | 0.000 | [-0.0474, -0.0348] |
优惠金额(元) | -0.0006 | 0.0002 | -3.10 | 0.002 | [-0.0010, -0.0002] |
顾客性别 | -0.0002 | 0.0004 | -0.40 | 0.690 | [-0.0010, 0.0006] |
顾客类型 | 0.0099 | 0.0004 | 25.19 | 0.000 | [0.0091, 0.0106] |
B. 去掉6月18日前后3日样本(N = 1466171) | |||||
睡眠剥夺 | 0.0087 | 0.0008 | 10.80 | 0.000 | [0.0072, 0.0103] |
商品价格(千元) | 0.0085 | 0.0003 | 32.94 | 0.000 | [0.0080, 0.0090] |
促销优惠比例 | -0.0459 | 0.0035 | -13.27 | 0.000 | [-0.0527, -0.0391] |
优惠金额(元) | -0.0005 | 0.0002 | -2.66 | 0.008 | [-0.0008, -0.0001] |
顾客性别 | -0.0001 | 0.0004 | 0.19 | 0.850 | [-0.0008, 0.0009] |
顾客类型 | 0.0089 | 0.0004 | 21.84 | 0.000 | [0.0081, 0.0097] |
C. 去掉6月18日前后5日样本(N = 1366567) | |||||
睡眠剥夺 | 0.0082 | 0.0008 | 9.74 | 0.000 | [0.0065, 0.0098] |
商品价格(千元) | 0.0083 | 0.0003 | 31.60 | 0.000 | [0.0078, 0.0088] |
促销优惠比例 | -0.0637 | 0.0040 | -15.95 | 0.000 | [-0.0715, -0.0559] |
优惠金额(元) | -0.0003 | 0.0002 | -1.68 | 0.093 | [-0.0007, 0.0001] |
顾客性别 | -0.0000 | 0.0004 | -0.01 | 0.991 | [-0.0009, 0.0009] |
顾客类型 | 0.0080 | 0.0004 | 19.13 | 0.000 | [0.0072, 0.0088] |
自变量 | 组别 | 均值 | %偏差 | %缩减偏差 | |
---|---|---|---|---|---|
处理组 | 对照组 | ||||
商品价格(千元) | 匹配前 | 0.3401 | 0.2696 | 7.4 | 22.2 |
匹配后 | 0.3401 | 0.3950 | -5.7 | ||
促销优惠比例 | 匹配前 | 0.0226 | 0.0215 | 1.2 | -51.6 |
匹配后 | 0.0226 | 0.0242 | -1.8 | ||
优惠金额(元) | 匹配前 | 0.5867 | 0.5873 | -0.0 | -193.6 |
匹配后 | 0.5867 | 0.5849 | 0.1 | ||
网站促销时期 | 匹配前 | 0.4091 | 0.271 | 29.5 | 92.2 |
匹配后 | 0.4091 | 0.3984 | 2.3 | ||
顾客性别 | 匹配前 | 0.6236 | 0.6247 | -0.2 | -250.2 |
匹配后 | 0.6236 | 0.6197 | 0.8 | ||
顾客类型 | 匹配前 | 2.4938 | 2.4009 | 18.2 | 98.6 |
匹配后 | 2.4938 | 2.4951 | -0.3 | ||
周一 | 匹配前 | 0.1301 | 0.1472 | -4.9 | 97.9 |
匹配后 | 0.1301 | 0.1305 | -0.1 | ||
周二 | 匹配前 | 0.2277 | 0.1407 | 22.6 | 95.1 |
匹配后 | 0.2277 | 0.2320 | -1.1 | ||
周三 | 匹配前 | 0.1360 | 0.1524 | -4.7 | 97.6 |
匹配后 | 0.1360 | 0.1364 | -0.1 | ||
周四 | 匹配前 | 0.1152 | 0.1375 | -6.7 | 97.9 |
匹配后 | 0.1152 | 0.1147 | 0.1 | ||
周五 | 匹配前 | 0.1123 | 0.1287 | -5.0 | 94.0 |
匹配后 | 0.1123 | 0.1133 | -0.3 | ||
周六 | 匹配前 | 0.1452 | 0.1437 | 0.4 | 96.4 |
匹配后 | 0.1452 | 0.1451 | 0.0 | ||
周日 | 匹配前 | 0.1335 | 0.1498 | -4.7 | 66.3 |
匹配后 | 0.1335 | 0.1280 | 1.6 |
附表2 倾向得分匹配法的数据平衡结果
自变量 | 组别 | 均值 | %偏差 | %缩减偏差 | |
---|---|---|---|---|---|
处理组 | 对照组 | ||||
商品价格(千元) | 匹配前 | 0.3401 | 0.2696 | 7.4 | 22.2 |
匹配后 | 0.3401 | 0.3950 | -5.7 | ||
促销优惠比例 | 匹配前 | 0.0226 | 0.0215 | 1.2 | -51.6 |
匹配后 | 0.0226 | 0.0242 | -1.8 | ||
优惠金额(元) | 匹配前 | 0.5867 | 0.5873 | -0.0 | -193.6 |
匹配后 | 0.5867 | 0.5849 | 0.1 | ||
网站促销时期 | 匹配前 | 0.4091 | 0.271 | 29.5 | 92.2 |
匹配后 | 0.4091 | 0.3984 | 2.3 | ||
顾客性别 | 匹配前 | 0.6236 | 0.6247 | -0.2 | -250.2 |
匹配后 | 0.6236 | 0.6197 | 0.8 | ||
顾客类型 | 匹配前 | 2.4938 | 2.4009 | 18.2 | 98.6 |
匹配后 | 2.4938 | 2.4951 | -0.3 | ||
周一 | 匹配前 | 0.1301 | 0.1472 | -4.9 | 97.9 |
匹配后 | 0.1301 | 0.1305 | -0.1 | ||
周二 | 匹配前 | 0.2277 | 0.1407 | 22.6 | 95.1 |
匹配后 | 0.2277 | 0.2320 | -1.1 | ||
周三 | 匹配前 | 0.1360 | 0.1524 | -4.7 | 97.6 |
匹配后 | 0.1360 | 0.1364 | -0.1 | ||
周四 | 匹配前 | 0.1152 | 0.1375 | -6.7 | 97.9 |
匹配后 | 0.1152 | 0.1147 | 0.1 | ||
周五 | 匹配前 | 0.1123 | 0.1287 | -5.0 | 94.0 |
匹配后 | 0.1123 | 0.1133 | -0.3 | ||
周六 | 匹配前 | 0.1452 | 0.1437 | 0.4 | 96.4 |
匹配后 | 0.1452 | 0.1451 | 0.0 | ||
周日 | 匹配前 | 0.1335 | 0.1498 | -4.7 | 66.3 |
匹配后 | 0.1335 | 0.1280 | 1.6 |
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