Chinese Journal of Management Science ›› 2026, Vol. 34 ›› Issue (1): 353-368.doi: 10.16381/j.cnki.issn1003-207x.2024.0150
Received:2024-01-27
Revised:2025-01-15
Online:2026-01-25
Published:2026-01-29
Contact:
Ping Lv
E-mail:lvping@ucas.ac.cn
CLC Number:
Pengqi Liu,Ping Lv. "Winner Picking" or "Winner Avoiding"? Selection Mechanism for Outward Foreign Direct Investment by China's Business Group Affiliates[J]. Chinese Journal of Management Science, 2026, 34(1): 353-368.
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| 变量类型 | 变量名称 | 变量符号 | 变量说明 |
|---|---|---|---|
| 被解释变量 | 对外直接投资概率 | OFDI_R | 成员企业在该年度是否发起对外直接投资,是为1,否则为0 |
| 对外直接投资频次 | OFDI_N | 成员企业在该年度发起对外直接投资的次数加1取自然对数 | |
| 对外直接投资规模 | OFDI_V | 成员企业在该年度发起对外直接投资的金额加1取自然对数 | |
| 解释变量 | “优胜者”指数 | WINNER | 计算以下六个变量在过去五年之间的平均数值,加总之后进行标准化处理,便可得到“优胜者”指数。这六个变量为:①研发支出与销售额的比率;②销售额与员工人数的比率;③销售额的增长率;④市场营销费用与销售额的比率;⑤员工人数的标准差;⑥销售额与固定资产净值的比率。“优胜者”指数越高,表明成员企业在集团内的表现越优秀 |
| 控制变量 | 企业规模 | MVSIZE | 成员企业市值的自然对数 |
| 盈利能力 | ROA | 成员企业资产报酬率,用企业税后净利润除以总资产再乘以100表示 | |
| 融资约束 | SA | 成员企业融资约束指数SA,参考Hadlock and Pierce (2010),SA=-0.737×SIZE+0.043×SIZE2-0.04×AGE其中,SIZE为成员企业固定资产的自然对数,AGE为成员企业的年龄。SA指数值越大,表示融资约束越大 | |
| 财务杠杆 | LEVERAGE | 成员企业的债务水平,用企业总负债除以总资产再乘以100表示 | |
| 现金持有比 | CASH | 成员企业现金及现金等价物之和除以总资产再乘以100 | |
| 账面市值比 | BM | 成员企业净资产除以总市值再乘以100 | |
| 第一大股东持股 | LARGEST | 成员企业第一大股东持股数量除以总股数再乘以100 | |
| 两职合一 | DUAL | 成员企业的董事长与总经理是否为同一人,是为1,否则为0 | |
| 分析师关注 | ANALYST | 关注该成员企业的分析师数量加1取自然对数 | |
| 机构投资者持股 | INSTHOLD | 机构投资者持股数量除以总股数再乘以100 | |
| 审计质量 | AUDIT | 成员企业的财务报表是否由四大会计师事务所审计,是为1,否则为0 | |
| 主营业务 | MB | 成员企业是否与母公司处于同一行业,是为1,否则为0 |
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| 变量名称 | 变量符号 | 样本量 | 平均值 | 标准差 | 最小值 | 中位数 | 最大值 |
|---|---|---|---|---|---|---|---|
| 对外直接投资概率 | OFDI_R | 28647 | 0.2977 | 0.4573 | 0.0000 | 0.0000 | 1.0000 |
| 对外直接投资频次 | OFDI_N | 28647 | 0.2567 | 0.4255 | 0.0000 | 0.0000 | 2.9957 |
| 对外直接投资规模 | OFDI_V | 28647 | 5.6087 | 8.6753 | 0.0000 | 0.0000 | 22.2000 |
| “优胜者”指数 | WINNER | 28647 | 0.0000 | 1.0000 | -2.7478 | 0.0319 | 2.3798 |
| 企业规模 | MVSIZE | 28647 | 22.5055 | 0.9743 | 20.6454 | 22.3858 | 25.4542 |
| 盈利能力 | ROA | 28647 | 4.3268 | 6.1993 | -20.3016 | 3.9448 | 23.0234 |
| 融资约束 | SA | 28647 | 0.0000 | 1.0000 | -2.7266 | 0.0253 | 2.2397 |
| 财务杠杆 | LEVERAGE | 28647 | 2.2370 | 2.7478 | 0.1424 | 1.2819 | 16.5030 |
| 现金持有比 | CASH | 28647 | 15.7958 | 12.1205 | 0.9687 | 12.4034 | 59.7687 |
| 账面市值比 | BM | 28647 | 1.0257 | 1.0815 | 0.0944 | 0.6712 | 6.5859 |
| 第一大股东持股 | LARGEST | 28647 | 34.7211 | 14.9958 | 8.6600 | 32.5900 | 74.6600 |
| 两职合一 | DUAL | 28647 | 0.2491 | 0.4325 | 0.0000 | 0.0000 | 1.0000 |
| 分析师关注 | ANALYST | 28647 | 1.4369 | 1.1798 | 0.0000 | 1.3863 | 4.3307 |
| 机构投资者持股 | INSTHOLD | 28647 | 31.1403 | 23.0647 | 0.0079 | 28.4434 | 83.1583 |
| 审计质量 | AUDIT | 28647 | 0.5428 | 0.4982 | 0.0000 | 1.0000 | 1.0000 |
| 主营业务 | MB | 28647 | 0.4129 | 0.4924 | 0.0000 | 0.0000 | 1.0000 |
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| 变量 | (1) | (2) | (3) |
|---|---|---|---|
| OFDI_R | OFDI_N | OFDI_V | |
| Panel 1使用主成分分析法(PCA)构建的“优胜者”指数代理变量 | |||
| WINNER_PCA | 0.0550*** | 0.0087** | 0.1731** |
| (0.0188) | (0.0036) | (0.0728) | |
| 控制变量 | 是 | 是 | 是 |
| 行业固定效应 | 是 | 是 | 是 |
| 年份固定效应 | 是 | 是 | 是 |
| 样本量 | 28647 | 28647 | 28647 |
| Pseudo/Adj.R2 | 0.0188 | 0.0293 | 0.0242 |
| Proportion of variance explained | 68.77% | ||
| Panel 2 控制行业与年份的交叉效应 | |||
| WINNER | 0.0654*** | 0.0124*** | 0.2394*** |
| (0.0191) | (0.0036) | (0.0730) | |
| 控制变量 | 是 | 是 | 是 |
| Ind*Year | 是 | 是 | 是 |
| 样本量 | 28647 | 28647 | 28647 |
| Pseudo/Adj.R2 | 0.0283 | 0.0431 | 0.0363 |
| Panel 3 变换实证模型 | |||
| 模型 | Probit | Tobit | Tobit |
| WINNER | 0.0394*** | 0.0124*** | 0.2394*** |
| (0.0114) | (0.0032) | (0.0649) | |
| 控制变量 | 是 | 是 | 是 |
| 行业固定效应 | 是 | 是 | 是 |
| 年份固定效应 | 是 | 是 | 是 |
| 样本量 | 28647 | 28647 | 28647 |
| Pseudo/Adj.R2 | 0.0281 | 0.0403 | 0.0054 |
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| 变量 | 集团成员数量的自然对数 | 营业收入集中度的相反数 | ||||
|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | |
| OFDI_R | OFDI_N | OFDI_S | OFDI_R | OFDI_N | OFDI_S | |
| WINNER*COMPETITION | 0.0211** | 0.0041** | 0.0856** | 0.1235* | 0.0241* | 0.4756* |
| (0.0101) | (0.0020) | (0.0390) | (0.0699) | (0.0138) | (0.2701) | |
| WINNER | 0.0781*** | 0.0146*** | 0.2897*** | 0.0758*** | 0.0142*** | 0.2788*** |
| (0.0204) | (0.0039) | (0.0781) | (0.0204) | (0.0039) | (0.0777) | |
| COMPETITION | 0.0029 | 0.0018 | 0.0134 | 0.0301 | 0.0145 | 0.0961 |
| (0.0120) | (0.0023) | (0.0453) | (0.0839) | (0.0160) | (0.3202) | |
| 控制变量 | 是 | 是 | 是 | 是 | 是 | 是 |
| 行业固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| 年份固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| 样本量 | 28647 | 28647 | 28647 | 28647 | 28647 | 28647 |
| Pseudo/Adj.R2 | 0.0285 | 0.0433 | 0.0365 | 0.0284 | 0.0432 | 0.0364 |
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| 变量 | 隧道挖掘程度 | 股权集中 | ||||
|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | |
| OFDI_R | OFDI_N | OFDI_S | OFDI_R | OFDI_N | OFDI_S | |
| WINNER*Agency1 | -0.0204** | -0.0038** | -0.0818** | -0.1187* | -0.0221* | -0.4527* |
| (0.0097) | (0.0019) | (0.0375) | (0.0676) | (0.0133) | (0.2616) | |
| WINNER | 0.0782*** | 0.0146*** | 0.2892*** | 0.0759*** | 0.0141*** | 0.2786*** |
| (0.0203) | (0.0039) | (0.0776) | (0.0203) | (0.0039) | (0.0773) | |
| Agency1 | -0.0001 | -0.0012 | -0.0033 | -0.0087 | -0.0096 | -0.0201 |
| (0.0114) | (0.0022) | (0.0430) | (0.0799) | (0.0153) | (0.3058) | |
| 控制变量 | 是 | 是 | 是 | 是 | 是 | 是 |
| 行业固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| 年份固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| 样本量 | 28647 | 28647 | 28647 | 28647 | 28647 | 28647 |
| Pseudo/Adj.R2 | 0.0285 | 0.0432 | 0.0365 | 0.0284 | 0.0432 | 0.0364 |
"
| 变量 | 纵向层级 | 母子规模 | ||||
|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | |
| OFDI_R | OFDI_N | OFDI_S | OFDI_R | OFDI_N | OFDI_S | |
| WINNER*Agency2 | -0.2814*** | -0.0219*** | -0.3247*** | -2.6396*** | -0.2318*** | -4.1333*** |
| (0.0560) | (0.0038) | (0.0587) | (0.3736) | (0.0338) | (0.5164) | |
| WINNER | 1.5729*** | 0.1159*** | 1.7630*** | 1.6120*** | 0.1342*** | 2.4029*** |
| (0.3050) | (0.0188) | (0.2842) | (0.2234) | (0.0186) | (0.2750) | |
| Agency2 | 2.1950*** | 0.1422*** | 5.2404*** | 15.9702*** | 1.1078*** | 42.5940*** |
| (0.0759) | (0.0069) | (0.1039) | (0.4758) | (0.0595) | (0.8770) | |
| 控制变量 | 是 | 是 | 是 | 是 | 是 | 是 |
| 行业固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| 年份固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| 样本量 | 28647 | 28647 | 28647 | 28647 | 28647 | 28647 |
| Pseudo/Adj.R2 | 0.3276 | 0.1318 | 0.3044 | 0.2509 | 0.1071 | 0.2417 |
"
| 变量 | OFDI_R | OFDI_N | OFDI_S | |||
|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | |
| Panel A 所有权性质 | ||||||
| 国有 | 非国有 | 国有 | 非国有 | 国有 | 非国有 | |
| WINNER | 0.1080*** | 0.0325 | 0.0202*** | 0.0058 | 0.4032*** | 0.1082 |
| (0.0294) | (0.0252) | (0.0054) | (0.0048) | (0.1093) | (0.0974) | |
| 控制变量 | 是 | 是 | 是 | 是 | 是 | 是 |
| 行业固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| 年份固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| Pseudo/Adj.R2 | 0.0194 | 0.0408 | 0.0316 | 0.0589 | 0.0244 | 0.0522 |
| Panel B 进入模式 | ||||||
| 跨国并购 | 绿地投资 | 跨国并购 | 绿地投资 | 跨国并购 | 绿地投资 | |
| WINNER | 0.0781** | 0.0223 | 0.0185*** | 0.0019 | 0.3252** | 0.0657 |
| (0.0311) | (0.0338) | (0.0065) | (0.0053) | (0.1307) | (0.1154) | |
| 控制变量 | 是 | 是 | 是 | 是 | 是 | 是 |
| 行业固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| 年份固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| Pseudo/Adj.R2 | 0.0244 | 0.0389 | 0.0387 | 0.0514 | 0.0273 | 0.0448 |
| Panel C 资产规模 | ||||||
| 大 | 小 | 大 | 小 | 大 | 小 | |
| WINNER | 0.0903*** | 0.0349 | 0.0201*** | 0.0028 | 0.3691*** | 0.1046 |
| (0.0311) | (0.0346) | (0.0065) | (0.0056) | (0.1283) | (0.1195) | |
| 控制变量 | 是 | 是 | 是 | 是 | 是 | 是 |
| 行业固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| 年份固定效应 | 是 | 是 | 是 | 是 | 是 | 是 |
| Pseudo/Adj.R2 | 0.0237 | 0.0375 | 0.0368 | 0.0510 | 0.0267 | 0.0441 |
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