Studies in Science of Science ›› 2026, Vol. 44 ›› Issue (10): 2218-2229.
• Frontiers and Opinions • Previous Articles Next Articles
Received:2025-08-12
Revised:2025-10-09
Online:2026-10-15
Published:2026-10-10
通讯作者:
邵云飞(1963-),女, 教授、博士生导师,E-mail: 作者简介:东志纯(1997-),男, 博士研究生。
基金资助:CLC Number:
DONG Zhi-chun, SHAO Yun-fei. Driving factors and realization path of coopetition behavior of manufacturing single champion firms[J]. Studies in Science of Science, 2026, 44(10): 2218-2229.
东志纯, 邵云飞. 单项冠军竞合行为的驱动要素与实现路径[J]. 科学学研究, 2026, 44(10): 2218-2229.
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| 研究对象 | 前因 | 相似语义聚类 | |
|---|---|---|---|
| SSCI | CSSCI | ||
| 企业竞合行为 | radical innovation, efficiency, opportunity, product innovation, product development, et al. | 创新能力、技术创新、知识创新、集群创新、创新绩效等 | 创新优势赋能(Innovation advantage empowerment, IAE) |
| coopetition, competition, cooperation, coordination, reciprocity, market orientation, entrepreneurship orientation, et al. | 竞合战略、战略选择、横向竞合、市场竞争、技术竞争等 | 战略导向变革(Strategic orientation change, SOC) | |
| social networks, strategic alliance, embeddedness、ecosystem, structure holes, et al. | 社会网络、企业网络、创新生态系统、竞合关系、网络组织等 | 网络关系建设(Network relationship construction, NRC) | |
| dynamics, conflict, competitive dynamics, tensions, uncertainty, impact, policy, et al. | 竞合博弈、合法性、风险、协调、冲突等 | 组织风险控制(Organizational risk control, ORC) | |
| R&D, resources, technology, complementarity, absorptive capacity, capabilities, et al. | 知识转移、知识共享、核心能力、吸收能力、企业能力等 | 关键资源开发(Key resources development, KRD) | |
Table 1 Driving factors of firm’s coopetition behaviors
| 研究对象 | 前因 | 相似语义聚类 | |
|---|---|---|---|
| SSCI | CSSCI | ||
| 企业竞合行为 | radical innovation, efficiency, opportunity, product innovation, product development, et al. | 创新能力、技术创新、知识创新、集群创新、创新绩效等 | 创新优势赋能(Innovation advantage empowerment, IAE) |
| coopetition, competition, cooperation, coordination, reciprocity, market orientation, entrepreneurship orientation, et al. | 竞合战略、战略选择、横向竞合、市场竞争、技术竞争等 | 战略导向变革(Strategic orientation change, SOC) | |
| social networks, strategic alliance, embeddedness、ecosystem, structure holes, et al. | 社会网络、企业网络、创新生态系统、竞合关系、网络组织等 | 网络关系建设(Network relationship construction, NRC) | |
| dynamics, conflict, competitive dynamics, tensions, uncertainty, impact, policy, et al. | 竞合博弈、合法性、风险、协调、冲突等 | 组织风险控制(Organizational risk control, ORC) | |
| R&D, resources, technology, complementarity, absorptive capacity, capabilities, et al. | 知识转移、知识共享、核心能力、吸收能力、企业能力等 | 关键资源开发(Key resources development, KRD) | |
| 技术-市场情境 | 划分标准 |
|---|---|
| 保守-维持 | TRDI <样本中位数; MCI <样本中位数 |
| 市场拉动 | TRDI <样本中位数; MCI >=样本中位数 |
| 技术驱动 | TRDI >=样本中位数; MCI <样本中位数 |
| 激进-协同 | TRDI >=样本中位数; MCI >=样本中位数 |
Table 2 Criteria for dividing scenarios
| 技术-市场情境 | 划分标准 |
|---|---|
| 保守-维持 | TRDI <样本中位数; MCI <样本中位数 |
| 市场拉动 | TRDI <样本中位数; MCI >=样本中位数 |
| 技术驱动 | TRDI >=样本中位数; MCI <样本中位数 |
| 激进-协同 | TRDI >=样本中位数; MCI >=样本中位数 |
| 变量 | TRDI | MCI | IAE | SOC | NRC | ORC | KRD |
|---|---|---|---|---|---|---|---|
| 最小值 | 0.001 | 1.217 | 0.111 | 0.107 | 0.000 | 0.511 | 0.365 |
| 最大值 | 0.215 | 19.368 | 1.000 | 1.727 | 1.000 | 109.645 | 1.000 |
| 平均值 | 0.053 | 7.503 | 0.478 | 0.388 | 0.208 | 8.017 | 0.681 |
| 标准差 | 0.034 | 3.698 | 0.126 | 0.223 | 0.281 | 14.387 | 0.155 |
| 中位数 | 0.045 | 5.796 | 0.468 | 0.331 | 0.074 | 3.431 | 0.660 |
Table 3 Descriptive statistics
| 变量 | TRDI | MCI | IAE | SOC | NRC | ORC | KRD |
|---|---|---|---|---|---|---|---|
| 最小值 | 0.001 | 1.217 | 0.111 | 0.107 | 0.000 | 0.511 | 0.365 |
| 最大值 | 0.215 | 19.368 | 1.000 | 1.727 | 1.000 | 109.645 | 1.000 |
| 平均值 | 0.053 | 7.503 | 0.478 | 0.388 | 0.208 | 8.017 | 0.681 |
| 标准差 | 0.034 | 3.698 | 0.126 | 0.223 | 0.281 | 14.387 | 0.155 |
| 中位数 | 0.045 | 5.796 | 0.468 | 0.331 | 0.074 | 3.431 | 0.660 |
| 情境 | IAE | SOC | NRC | ORC | KRD | 阈值 |
|---|---|---|---|---|---|---|
| 保守-维持 | 1.925 | 1.534 | 0.304 | 1.124 | 0.067 | 0.962 |
| 技术驱动 | 0.688 | 0.708 | 0.426 | 0.202 | 0.523 | 0.354 |
| 市场拉动 | 0.729 | 1.651 | 1.679 | 2.065 | 0.892 | 1.033 |
| 激进-协同 | 1.709 | 2.774 | 3.002 | 3.224 | 0.168 | 1.612 |
Table 4 Centrality and extraction threshold of driving factors in different scenarios
| 情境 | IAE | SOC | NRC | ORC | KRD | 阈值 |
|---|---|---|---|---|---|---|
| 保守-维持 | 1.925 | 1.534 | 0.304 | 1.124 | 0.067 | 0.962 |
| 技术驱动 | 0.688 | 0.708 | 0.426 | 0.202 | 0.523 | 0.354 |
| 市场拉动 | 0.729 | 1.651 | 1.679 | 2.065 | 0.892 | 1.033 |
| 激进-协同 | 1.709 | 2.774 | 3.002 | 3.224 | 0.168 | 1.612 |
| 情境 | IAE | SOC | NRC | ORC | KRD |
|---|---|---|---|---|---|
| 保守-维持 | 9.4% | 13.8% | — | 76.8% | — |
| 技术驱动 | 6.7% | 19.8% | 57.2% | — | 16.3% |
| 市场拉动 | — | 17.6% | 45.8% | 36.6% | — |
| 激进-协同 | 4.1% | 25.6% | 38.1% | 32.2% | — |
Table 5 Weight of driving factors in different scenarios (entropy weight method)
| 情境 | IAE | SOC | NRC | ORC | KRD |
|---|---|---|---|---|---|
| 保守-维持 | 9.4% | 13.8% | — | 76.8% | — |
| 技术驱动 | 6.7% | 19.8% | 57.2% | — | 16.3% |
| 市场拉动 | — | 17.6% | 45.8% | 36.6% | — |
| 激进-协同 | 4.1% | 25.6% | 38.1% | 32.2% | — |
| 参数 | 含义 | 模型设置值 |
|---|---|---|
| N | 构成系统的要素数量 | {3,4} |
| K | 系统内部要素相互作用 | {1.33,1.25,1,2} |
| ωi | 要素i权重 | 详见 |
| R | 技术研发强度 | {0.0336,0.0728} |
| σ | 市场竞争强度 | {0.4879,10.231} |
| fi | 第i种驱动要素适应度 | — |
| Fr | 根据适应度景观生成的适应度 | — |
| Fc | 根据函数公式计算的适应度 | — |
| F | 总适应度 | — |
Table 6 Settings of calculation experiment parameters
| 参数 | 含义 | 模型设置值 |
|---|---|---|
| N | 构成系统的要素数量 | {3,4} |
| K | 系统内部要素相互作用 | {1.33,1.25,1,2} |
| ωi | 要素i权重 | 详见 |
| R | 技术研发强度 | {0.0336,0.0728} |
| σ | 市场竞争强度 | {0.4879,10.231} |
| fi | 第i种驱动要素适应度 | — |
| Fr | 根据适应度景观生成的适应度 | — |
| Fc | 根据函数公式计算的适应度 | — |
| F | 总适应度 | — |
| 情境 | 步数/要素 | IAE | SOC | NRC | ORC | KRD |
|---|---|---|---|---|---|---|
| 第一步 | 18.62% | 22.04% | 59.34% | |||
| 保守-维持 | 第二步 | 51.95% | 48.05% | \ | \ | \ |
| 第三步 | \ | 100.00% | \ | |||
| 第一步 | 15.52% | 22.14% | 43.72% | 18.62% | ||
| 技术驱动 | 第二步 | 28.51% | 35.96% | \ | \ | 35.53% |
| 第三步 | 50.27% | \ | \ | 49.73% | ||
| 第四步 | \ | \ | \ | 100.00% | ||
| 第一步 | 26.23% | 38.23% | 35.54% | |||
| 市场拉动 | 第二步 | \ | 50.23% | \ | 49.77% | \ |
| 第三步 | \ | \ | 100.00% | |||
| 第一步 | 14.91% | 26.57% | 31.96% | 26.56% | ||
| 激进-协同 | 第二步 | 30.07% | 33.93% | \ | 36.00% | \ |
| 第三步 | 50.38% | 49.62% | \ | \ | ||
| 第四步 | \ | 100.00% | \ | \ |
Table 7 Results of key drivers in different scenarios
| 情境 | 步数/要素 | IAE | SOC | NRC | ORC | KRD |
|---|---|---|---|---|---|---|
| 第一步 | 18.62% | 22.04% | 59.34% | |||
| 保守-维持 | 第二步 | 51.95% | 48.05% | \ | \ | \ |
| 第三步 | \ | 100.00% | \ | |||
| 第一步 | 15.52% | 22.14% | 43.72% | 18.62% | ||
| 技术驱动 | 第二步 | 28.51% | 35.96% | \ | \ | 35.53% |
| 第三步 | 50.27% | \ | \ | 49.73% | ||
| 第四步 | \ | \ | \ | 100.00% | ||
| 第一步 | 26.23% | 38.23% | 35.54% | |||
| 市场拉动 | 第二步 | \ | 50.23% | \ | 49.77% | \ |
| 第三步 | \ | \ | 100.00% | |||
| 第一步 | 14.91% | 26.57% | 31.96% | 26.56% | ||
| 激进-协同 | 第二步 | 30.07% | 33.93% | \ | 36.00% | \ |
| 第三步 | 50.38% | 49.62% | \ | \ | ||
| 第四步 | \ | 100.00% | \ | \ |
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