Chinese Journal of Management Science ›› 2025, Vol. 33 ›› Issue (6): 312-321.doi: 10.16381/j.cnki.issn1003-207x.2022.2276
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Chengyuan Wang1, Qiong Wang2(), Biao Luo1, Jun Li2, Liang Liang1
Received:
2022-10-18
Revised:
2023-02-28
Online:
2025-06-25
Published:
2025-07-04
Contact:
Qiong Wang
E-mail:wqiong@hfut.edu.cn
CLC Number:
Chengyuan Wang, Qiong Wang, Biao Luo, Jun Li, Liang Liang. The Effect of Customer Distance on Digital Transformation Orientation: A Relationship Perspective[J]. Chinese Journal of Management Science, 2025, 33(6): 312-321.
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类型 | 符号 | 名称 | 解释 |
---|---|---|---|
因变量 | DC | 数字化转型导向相似性 | 企业与客户数字化转型关键词频向量的余弦相似度 |
自变量 | Distance | 地理距离 | 企业与客户总部办公地址之间的距离 |
控制变量 | Supplier_Cosinesimilarity | 企业数字化转型关键词相似性 | 企业当年与上一年数字化转型关键词频向量的余弦相似度 |
Supplier_Asset | 企业资产规模 | 企业总资产的自然对数 | |
Supplier_ROA | 企业盈利水平 | 企业净利润与总资产的比值 | |
Supplier_Leverage | 企业杠杆率 | 企业总负债与总资产的比值 | |
Supplier_Property | 企业性质 | 国有企业=1,非国有企业=2 | |
Supplier_Customerconcent | 企业的客户集中度 | 企业前五大客户销售额占总营收比例 | |
Supplier_HHI | 企业大客户销售占比的赫芬达尔指数 | 企业前五大客户销售额占比的赫芬达尔指数 | |
Supplier_Ind_dir | 企业独立董事占比 | 企业独立董事占全体董事的比例 | |
Supplier_CEOage | 企业CEO年龄 | 企业CEO年龄的自然对数 | |
Supplier_CEOduality | 企业CEO二元性 | CEO兼任董事长=1,否则=2 | |
Supplier_CEOgender | 企业CEO性别 | 男=1,女=2 | |
Customer_Asset | 客户资产规模 | 客户总资产的自然对数 | |
Customer_ROA | 客户盈利水平 | 客户净利润与总资产的比值 | |
Customer_Leverage | 客户杠杆率 | 客户总负债与总资产的比值 | |
Customer_Property | 客户企业性质 | 国有企业=1,非国有企业=2 | |
Top5_Customer | 是否为前五大客户 | 若为前五大客户=1,否则=0 | |
Top5_Supplier | 是否为前五大供应商 | 若为前五大供应商=1,否则=0 | |
SalesRatio | 客户销售额占比 | 特定客户销售额占供应商总营收的比例 | |
BusinessDuration | 供应链关系持续时间 | 企业与客户合作关系持续年份的自然对数 | |
Size_gap | 企业与客户规模差距 | 企业与客户资产规模差距绝对值的自然对数 | |
InterlockDummy | 企业与客户连锁董事 | 企业与客户存在共同董事=1,否则=0 |
"
变量 | 样本量 | 均值 | 标准误 | 最小值 | 最大值 |
---|---|---|---|---|---|
DC | 1,640 | 0.060 | 0.196 | 0 | 1 |
Distance | 1,640 | 5.805 | 1.739 | 0 | 8.087 |
Supplier_Cosinesimilarity | 1,640 | 0.136 | 0.313 | 0 | 1 |
Supplier_Asset | 1,640 | 22.701 | 1.680 | 18.921 | 28.636 |
Supplier_ROA | 1,640 | 0.037 | 0.388 | -6.776 | 8.441 |
Supplier_Leverage | 1,640 | 0.494 | 0.358 | 0.016 | 8.612 |
Supplier_Property | 1,640 | 1.424 | 0.494 | 1 | 2 |
Supplier_Customerconcent | 1,563 | 31.976 | 20.870 | 0.150 | 99.550 |
Supplier_HHI | 1,563 | 4.345 | 8.262 | 0 | 92.837 |
Supplier_Ind_dir | 1,640 | 0.365 | 0.050 | 0 | 0.667 |
Supplier_CEOage | 1,613 | 3.894 | 0.136 | 3.258 | 4.500 |
Supplier_CEOduality | 1,640 | 1.804 | 0.397 | 1 | 2 |
Supplier_CEOgender | 1,613 | 1.038 | 0.192 | 1 | 2 |
Customer_Asset | 1,640 | 23.344 | 1.887 | 19.889 | 28.636 |
Customer_ROA | 1,640 | 0.009 | 0.013 | -0.076 | 0.086 |
Customer_Leverage | 1,639 | 0.523 | 0.187 | 0.026 | 1.463 |
Customer_Property | 1,640 | 1.385 | 0.487 | 1 | 2 |
Top5_Customer | 1,640 | 0.450 | 0.498 | 0 | 1 |
Top5_Supplier | 1,640 | 0.315 | 0.465 | 0 | 1 |
SalesRatio | 1,206 | 0.058 | 0.079 | 0.000 | 0.603 |
BusinessDuration | 1,640 | 1.076 | 0.698 | 0 | 2.944 |
Size_gap | 1,640 | 0.609 | 0.308 | 0.001 | 0.999 |
InterlockDummy | 1,640 | 0.035 | 0.183 | 0 | 1 |
"
变量 | DC | |||
---|---|---|---|---|
(1) | (2) | (3) | (4) | |
Distance | 0.024** (2.25) | 0.120** (2.17) | 0.031 (1.58) | 0.023** (2.48) |
Distance × Supplier_Property | -0.015* (-1.89) | |||
Distance × Supplier_Ind_dir | -0.280* (-1.95) | |||
square Salesratio | 5.974** (2.55) | |||
Distance × square Salesratio | -0.969** (-2.59) | |||
Distance × SalesRatio | 0.176 (0.97) | |||
Distance × Customer_ROA | -0.750** (-2.55) | |||
控制变量 | 控制 | 控制 | 控制 | 控制 |
供应链组合固定效应 | 控制 | 控制 | 控制 | 控制 |
年份固定效应 | 控制 | 控制 | 控制 | 控制 |
R2 | 0.4962 | 0.4997 | 0.502 | 0.499 |
样本量 | 1186 | 1186 | 1186 | 1186 |
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