PROGRESS IN GEOGRAPHY ›› 2019, Vol. 38 ›› Issue (10): 1523-1534.doi: 10.18306/dlkxjz.2019.10.008
• Special Issue | Empirical Study • Previous Articles Next Articles
SI Yuefang1,2,LIU Wanxin2,*(),ZHU Yiwen1,3,NIE Yuhan2
Received:
2019-06-10
Revised:
2019-08-21
Online:
2019-10-28
Published:
2019-11-01
Contact:
LIU Wanxin
E-mail:51173902003@stu.ecnu.edu.cn
Supported by:
SI Yuefang,LIU Wanxin,ZHU Yiwen,NIE Yuhan. R&D internationalization of Chinese enterprises and innovation performance:Based on the survey data of enterprises at the China International Industry Fair 2016-2018[J].PROGRESS IN GEOGRAPHY, 2019, 38(10): 1523-1534.
Tab.1
General information of surveyed Chinese enterprises at the 2016-2018 China International Industry Fair"
企业特征 | 类型 | 企业数/家 | 占比/% |
---|---|---|---|
研发国际化行为 | 跨境合作研发 | 401 | 59.3 |
跨国并购 | 180 | 26.6 | |
设立海外研发机构 | 164 | 24.3 | |
员工数 | <300人 | 437 | 64.6 |
300~1000人 | 147 | 21.8 | |
>1000人 | 92 | 13.6 | |
专利数 | <10件 | 205 | 30.3 |
10~50件 | 325 | 48.1 | |
50~100件 | 85 | 12.6 | |
>100件 | 61 | 9.0 | |
所有制性质 | 国有企业 | 50 | 7.4 |
民营企业 | 545 | 80.6 | |
中外合资企业 | 81 | 12.0 | |
行业类别 | 装备制造业 | 459 | 67.9 |
技术服务业 | 159 | 23.5 | |
其他 | 58 | 8.6 | |
总计 | 676 | 100 |
Tab.3
Variable definition and descriptive statistics"
变量名称 | 变量描述 | 均值 | 标准差 |
---|---|---|---|
专利创新 | 企业近3 a申请专利总数,“低于10件”赋值为1,“10~49件”为2,“50~99件”为3,“100件以上”为4 | 2.01 | 0.90 |
产品创新 | 企业近3 a新产品产值占比,“低于10%”赋值为1,“10%~29%”为2,“30%~49%”为3,“50%以上”为4 | 3.06 | 1.30 |
跨境合作研发 | 虚拟变量,企业存在与海外机构合作研发赋值为1,反之为0 | 0.58 | 0.49 |
跨国并购 | 虚拟变量,企业存在跨国并购行为赋值为1,反之为0 | 0.26 | 0.44 |
海外研发机构 | 虚拟变量,企业存在设立海外研发机构赋值为1,反之为0 | 0.24 | 0.43 |
多元化行为 | 多分类变量,包含以下4类,赋值为1~4(以单种行为作为参照系) | 2.55 | 1.28 |
无研发国际化行为 | 虚拟变量,不存在跨境合作研发、跨国并购、建立海外研发机构3种中任一种行为赋值为1 | 0.30 | 0.46 |
单种行为 | 虚拟变量,企业有且仅有1种研发国际化行为赋值为2 | 0.72 | 0.45 |
2种行为 | 虚拟变量,有且只有跨境合作研发和跨国并购,或是有且仅有跨境合作研发和设立海外研发机构,或是有且只有跨国并购和建立海外研发机构的赋值为3 | 0.64 | 1.23 |
3种行为 | 虚拟变量,企业3种研发国际化行为同时存在则赋值为4 | 0.38 | 1.17 |
研发强度 | 企业研发投入额占总销售额比重,“低于10%”赋值为1,“10%~19%”为2,“20%~29%”为3,“30%~49%”为4,“50%以上”为5 | 2.97 | 1.32 |
出口 | 虚拟变量,企业存在海外出口赋值为1,反之为0 | 0.26 | 0.44 |
社会嵌入性 | 判断企业是否存在“出口”“销售”“生产”及“提供产品售后服务”等海外经营活动,进行累计赋值,数值为0~4 | 2.94 | 1.23 |
企业年龄 | 自注册时间起企业的经营年数,取对数 | 2.37 | 0.75 |
人员规模 | 企业从业人数,“低于20人”赋值为1,“20~99人”为2,“100~299人”为3,“300~499人”为4,“500~999人”为5,“1000~4999人”为6,“超过5000人”为7 | 3.39 | 1.60 |
国有企业 | 虚拟变量,所有制为国有企业认证为1,反之为0 | 0.08 | 0.28 |
中外合资企业 | 虚拟变量,所有制为外商合资企业认证为1,反之为0 | 0.12 | 0.33 |
中西部省份 | 虚拟变量,企业总部属于中西部省份认证为1,反之为0 | 0.09 | 0.29 |
发达国家 | 虚拟变量,企业在发达经济体进行跨境研发认证为1,反之为0 | 0.23 | 0.42 |
装备制造业 | 虚拟变量,行业类型属于装备制造业认证为1,反之为0 | 0.73 | 0.44 |
技术服务业 | 虚拟变量,行业类型属于技术服务业认证为1,反之为0 | 0.27 | 0.44 |
Tab.4
Correlation matrix"
变量 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 1 | |||||||||||||||
2 | 0.156 | 1 | ||||||||||||||
3 | 0.109 | 0.017 | 1 | |||||||||||||
4 | 0.312 | 0.035 | 0.221 | 1 | ||||||||||||
5 | 0.230 | -0.076 | 0.171 | 0.312 | 1 | |||||||||||
6 | 0.008 | 0.000 | 0.618 | 0.024 | 0.061 | 1 | ||||||||||
7 | 0.066 | 0.170 | 0.061 | -0.068 | -0.075 | 0.036 | 1 | |||||||||
8 | 0.184 | -0.100 | 0.193 | 0.211 | 0.165 | 0.116 | -0.149 | 1 | ||||||||
9 | 0.154 | -0.182 | 0.015 | 0.134 | 0.144 | 0.040 | -0.216 | 0.109 | 1 | |||||||
10 | 0.458 | -0.099 | 0.197 | 0.349 | 0.365 | 0.043 | -0.133 | 0.254 | 0.401 | 1 | ||||||
11 | 0.165 | -0.028 | -0.013 | 0.070 | 0.082 | 0.039 | -0.060 | 0.015 | 0.111 | 0.240 | 1 | |||||
12 | 0.051 | 0.043 | 0.067 | 0.072 | 0.050 | 0.000 | 0.074 | 0.018 | -0.028 | 0.000 | -0.108 | 1 | ||||
13 | -0.047 | 0.011 | -0.042 | -0.031 | -0.048 | -0.013 | -0.017 | 0.025 | -0.016 | -0.002 | 0.047 | -0.024 | 1 | |||
14 | 0.229 | -0.056 | 0.194 | 0.335 | 0.859 | 0.050 | -0.039 | 0.151 | 0.104 | 0.356 | 0.092 | 0.088 | -0.055 | 1 | ||
15 | -0.026 | 0.035 | -0.017 | 0.023 | -0.017 | -0.091 | -0.125 | 0.157 | 0.048 | 0.058 | -0.027 | -0.063 | -0.014 | -0.035 | 1 | |
16 | 0.026 | -0.035 | 0.017 | -0.023 | 0.017 | 0.091 | 0.125 | -0.157 | -0.048 | -0.058 | 0.027 | 0.063 | 0.014 | 0.035 | -0.806 | 1 |
Tab.5
Regression results of R&D internationalization and firms' patent application"
变量 | 模型1 系数值(标准误) | 模型2 系数值(标准误) | 模型3 系数值(标准误) | 模型4 系数值(标准误) |
---|---|---|---|---|
跨境合作研发 | -0.119(0.169) | |||
跨国并购 | 0.679***(0.1995) | |||
海外研发机构 | 0.186*(0.227) | |||
多元化行为(单种行为为参照项) | ||||
无研发国际化行为 | 0.014(0.116) | |||
2种行为 | 0.362***(0.138) | |||
3种行为 | 0.210*(0.206) | |||
研发强度 | 0.235***(0.066) | 0.231***(0.066) | 0.120***(0.044) | 0.126***(0.038) |
出口 | 0.652***(1.198) | 0.550**(0.197) | 0.477**(0.135) | 0.313*(0.117) |
企业年龄 | -0.067(0.118) | -0.061(0.117) | -0.029(0.078) | -0.015(0.069) |
人员规模 | 0.617***(0.067) | 0.567***(0.067) | 0.332***(0.041) | 0.325***(0.038) |
国有企业 | 0.318(0.304) | 0.357(0.305) | 0.257(0.196) | 0.281(0.177) |
中外合资 | 0.231(0.243) | 0.181(0.243) | 0.039(0.159) | 0.118(0.141) |
中西部省份 | -0.240(0.279) | -0.227(0.280) | -0.115(0.186) | -0.143(0.164) |
发达经济体 | 0.259(0.200) | 0.110(0.204) | 0.066(0.231) | 0.005(0.145) |
装备制造业 | -0.344(0.486) | -0.394(0.486) | -0.137(0.323) | -0.177(0.285) |
技术服务业 | -0.059(0.501) | -0.115(0.501) | 0.047(0.332) | -0.014(0.293) |
N | 676 | 676 | 676 | 676 |
联接函数 | Logit | Logit | Logit | Logit |
Cox&Snell | 0.238 | 0.252 | 0.199 | 0.247 |
Nagelkerke | 0.261 | 0.277 | 0.219 | 0.272 |
Tab.6
Results of impact mechanism test"
变量 | 模型5 | 模型6 |
---|---|---|
系数值(标准误) | 系数值(标准误) | |
跨境合作研发 | 0.071**(0.396) | 0.170(0.363) |
跨国并购 | 0.686(0.422) | 0.050*(0.560) |
海外研发机构 | 0.098*(0.528) | -0.625(0.552) |
跨境合作研发×研发强度 | 0.306**(0.135) | |
跨国并购×研发强度 | 0.164(0.136) | |
海外研发机构×研发强度 | 0.509(0.141) | |
跨境合作研发×社会嵌入性 | -0.056(0.120) | |
跨国并购×社会嵌入性 | 0.432***(0.162) | |
海外研发机构×社会嵌入性 | 0.045(0.127) | |
研发强度 | 0.022**(0.111) | 0.215***(0.064) |
社会嵌入性 | 0.201***(0.072) | 0.050**(0.130) |
企业年龄 | 0.003***(0.091) | 0.029(0.091) |
人员规模 | 0.309(0.052) | 0.290***(0.054) |
国有企业 | 0.188(0.241) | 0.134(0.244) |
中外合资 | -0.101(0.212) | -0.117(0.216) |
中西部省份 | -0.572**(0.227) | -0.653***(0.232) |
发达经济体 | 0.469(0.350) | 0.622*(0.360) |
N | 676 | 676 |
联接函数 | Logit | Logit |
Cox&Snell | 0.306 | 0.296 |
Nagelkerke | 0.337 | 0.327 |
Tab.7
Regression results of R&D internationalization and new product innovation"
变量 | 模型7 系数值(标准误) | 模型8 系数值(标准误) | 模型9 系数值(标准误) | 模型10 系数值(标准误) |
---|---|---|---|---|
跨境合作研发 | 0.097(0.093) | |||
跨国并购 | 0.278**(0.110) | |||
海外研发机构 | -0.306(0.337) | |||
多元化行为(单种行为为参照项) | ||||
无研发国际化行为 | -0.085(0.108) | |||
2种行为 | 0.085(0.133) | |||
3种行为 | 0.353*(0.198) | |||
研发强度 | 0.112***(0.036) | 0.118***(0.036) | 0.222***(0.062) | 0.114***(0.036) |
出口 | -0.203*(1.106) | -0.221**(0.106) | -0.352**(0.179) | -0.210*(0.108) |
企业年龄 | -0.198***(0.065) | -0.201***(0.065) | -0.332***(0.111 | -0.201***(0.065) |
人员规模 | -0.014(0.034) | -0.029(0.035) | -0.005(0.058) | -0.026(0.035) |
国有企业 | 0.043(0.169) | 0.045(0.169) | 0.019(0.286) | 0.047(0.169) |
中外合资 | 0.130(0.133) | 0.123(0.133) | 0.197(0.226) | 0.127(0.133) |
中西部省份 | 0.079(0.149) | 0.082(0.149) | 0.073(0.254) | 0.075(0.150) |
发达经济体 | -0.060(0.111) | -0.113(0.114) | 0.151(0.341) | -0.215(0.144) |
装备制造业 | -0.038(0.270) | -0.024(0.270) | -0.231(0.461) | -0.068(0.271) |
技术服务业 | -0.198(0.278) | -0.181(0.277) | -0.521(0.474) | -0.225(0.279) |
N | 676 | 676 | 676 | 676 |
联接函数 | Logit | Logit | Logit | Logit |
Cox&Snell | 0.063 | 0.071 | 0.066 | 0.068 |
Nagelkerke | 0.066 | 0.074 | 0.069 | 0.071 |
Tab.8
Results of impact mechanism test"
变量 | 模型11 | 模型12 |
---|---|---|
系数值(标准误) | 系数值(标准误) | |
跨境合作研发 | -1.300(0.635) | -0.728(0.539) |
跨国并购 | 0.630(0.686) | 0.114(0.834) |
海外研发机构 | 0.888(0.840) | -0.520(0.807) |
跨境合作研发×研发强度 | 0.420(0.217) | |
跨国并购×研发强度 | 0.208(0.223) | |
海外研发机构×研发强度 | -0.429(0.230) | |
跨境合作研发×社会嵌入性 | 0.260(0.179) | |
跨国并购×社会嵌入性 | 0.021(0.240) | |
海外研发机构×社会嵌入性 | 0.024(0.190) | |
研发强度 | 0.584***(0.179) | 0.720***(0.120) |
社会嵌入性 | 0.115(0.116) | -0.066(0.189) |
企业年龄 | -0.060(0.147) | -0.151(0.139) |
人员规模 | -0.043(0.082) | -0.016(0.076) |
国有企业 | -0.251(0.393) | -0.177(0.369) |
中外合资 | -0.070(0.343) | -0.265(0.331) |
中西部省份 | -0.299(0.351) | -0.477(0.324) |
发达经济体 | 0.392(0.559) | 0.422(0.533) |
N | 676 | 676 |
联接函数 | Logit | Logit |
Cox&Snell | 0.161 | 0.159 |
Nagelkerke | 0.170 | 0.184 |
[1] | 陈侃翔, 王菁 . 2018. 新兴市场技术获取型跨国并购的逆向学习机制[J]. 科学学研究, 36(6):53-74. |
[ Chen K X, Wang J . 2018. The mechanism of reverse knowledge transfer of sourcing cross-border acquisitions from emerging market. Studies in Science of Science, 36(6):53-74. ] | |
[2] | 董直庆, 焦翠红, 王林辉 . 2016. 技术进步偏向性跨国传递效应: 模型演绎与经验证据[J]. 中国工业经济, ( 10):74-91. |
[ Dong Z Q, Jiao C H, Wang L H . 2016. Transnational transfer effect of technical change direction: Model deduction and empirical evidence. China Industrial Economics, ( 10):74-91. ] | |
[3] | 范毓婷, 刘卫东 . 2018. 中国纺织企业海外直接投资空间格局[J]. 地理科学进展, 37(3):418-426. |
[ Fan Y T, Liu W D . 2018. Spatial pattern of foreign direct investment of China's textile enterprises. Progress in Geography, 37(3):418-426. ] | |
[4] | 高厚宾 . 2019. 新兴市场企业跨国并购促进技术创新了吗: 基于PSM-DID的实证研究[J]. 科技进步与对策, 36(3):25-31. |
[ Gao H B . 2019. Do cross-border M&As of emerging market enterprises promote technological innovation: An empirical study based on PSM-DID. Science & Technology Progress and Policy, 36(3):25-31. ] | |
[5] | 黄颖 . 2013. 发达与发展中国家跨国公司技术获取型投资的特征比较[J]. 科技管理研究, ( 22):14-18. |
[ Huang Y . 2013. Features comparison of TSFDI by multinational companies from developed and developing countries. Science and Technology Management Research, ( 22):14-18. ] | |
[6] | 姜辉 . 2018. 美国出口管制政策与我国技术引进路径演变[J]. 经济地理, 38(1):112-119. |
[ Jiang H . 2018. American export control policy and the path evolution of Chinese technology import in United States of America. Economic Geography, 38(1):112-119. ] | |
[7] | 司月芳, 陈思雨, 曾刚 . 2016. 中资企业研发国际化研究: 基于华为WIPO专利分析[J]. 地理研究, 35(10):1869-1878. |
[ Si Y F, Chen S Y, Zeng G . 2016. Innovation globalization of Chinese multinational enterprises: The case study of Huawei. Geographical Research, 35(10):1869-1878. ] | |
[8] | 王展硕, 谢伟 . 2018. 研发国际化对企业创新绩效的作用过程及结果分析[J]. 外国经济与管理, ( 9):55-70. |
[ Wang Z S, Xie W . 2018. An analysis on the procedure and consequences of R&D internationalization to enterprise innovation performance. Foreign Economies and Management, ( 9):55-70. ] | |
[9] | 吴先明, 苏志文 . 2014. 将跨国并购作为技术追赶的杠杆: 动态能力视角[J]. 管理世界, ( 4):146-164. |
[ Wu X M, Su Z W . 2014. Use cross-border M&A as a lever for technological catching up: The perspective of dynamic capability. Management World, ( 4):146-164. ] | |
[10] | 曾德明, 刘珊珊, 李健 , 等. 2014. 企业研发国际化及网络位置对创新绩效影响研究: 基于中国汽车产业上市公司的分析[J]. 软科学, 28(12):1-5. |
[ Zeng D M, Liu S S, Li J , et al. 2014. Study on the impact of firms' R&D internationalization and network central position on innovation performance: Based on Chinese listed companies of automobile industry. Soft Science, 28(12):1-5. ] | |
[11] | 钟昌标, 黄远浙, 刘伟 . 2014. 新兴经济体海外研发对母公司创新影响的研究: 基于渐进式创新和颠覆式创新视角[J]. 南开经济研究, ( 6):45-67. |
[ Zhong C B, Huang J Y, Liu W . 2014. Study on the impact of emerging economies overseas R&D to the innovation of the parent company: Based on incremental innovation and subversive innovation perspective. Nankai Economic Studies, ( 6):45-67. ] | |
[12] | Arvanitis S, Hollenstein H . 2011. How do different motives for R&D investment in foreign locations affect domestic firm performance? An analysis based on Swiss panel micro data[J]. Industrial and Corporate Change, 20(2):605-640. |
[13] | Awate S, Larsen M M, Mudambi R . 2015. Accessing vs sourcing knowledge: A comparative study of R&D internationalization between emerging and advanced economy firms[J]. Journal of International Business Studies, 46(1):63-86. |
[14] | Belussi F, Arcangeli F . 1998. A typology of networks: Flexible and evolutionary firms[J]. Research Policy, 27(4):415-428. |
[15] | Bower J L . 2001. Not all M&As are alike and that matters[J]. Harvard Business Review, 79(3):92-101. |
[16] | Chen J, Zhao X, Tong L . 2011. China's R&D internationalization and reform of science and technology system[J]. Journal of Science & Technology Policy in China, 2(2):100-121. |
[17] | Das A, Kapil S . 2012. Explaining M&A performance: A review of empirical research[J]. Journal of Strategy and Management, 5(3):284-330. |
[18] | Duysters G, Jacob J, Lemmens C , et al. 2009. Internationalization and technological catching up of emerging multinationals: A comparative case study of China's Haier group[J]. Industrial and Corporate Change, 18(2):325-349. |
[19] | Fan P . 2011. Innovation, globalization, and catch-up of latecomers: Cases of Chinese telecom firms[J]. Environment and Planning A, 43(4):830-849. |
[20] | Hsu C W, Lien Y C, Chen H . 2015. R&D internationalization and innovation performance[J]. International Business Review, 24(2):187-195. |
[21] | Hussinger K . 2010. On the importance of technological relatedness: SMEs versus large acquisition targets[J]. Technovation, 30(1):57-64. |
[22] | Iwasa T, Odagiri H . 2004. Overseas R&D, knowledge sourcing, and patenting: An empirical study of Japanese R&D investment in the US[J]. Research Policy, 33(5):807-828. |
[23] | Liu H, Luo J H, Cui V . 2018. The impact of internationalization on home country charitable donation: Evidence from Chinese firms[J]. Management International Review, 58(2):313-335. |
[24] | LööF H . 2009. Multinational enterprises and innovation: Firm level evidence on spillover via R&D collaboration[J]. Journal of Evolutionary Economics, 19(1):41-71. |
[25] | Luo Y, Tung R L . 2007. International expansion of emerging market enterprises: A springboard perspective[J]. Journal of International Business Studies, 38(4):481-498. |
[26] | Makri M, Hitt M A, Lane P J . 2010. Complementary technologies, knowledge relatedness, and invention outcomes in high technology mergers and acquisitions[J]. Strategic Management Journal, 31(6):602-628. |
[27] | Mathews J A . 2002. Competitive advantages of the latecomer firm: A resource-based account of industrial catch-up strategies[J]. Asia Pacific Journal of Management, 19(4):467-488. |
[28] | Mathews J A . 2006. Dragon multinationals: New players in 21st century globalization[J]. Asia Pacific Journal of Management, 23(1):5-27. |
[29] | Minin A D, Zhang J, Gammeltoft P . 2012. Chinese foreign direct investment in R&D in Europe: A new model of R&D internationalization[J]. European Management Journal, 30(3):20-30. |
[30] | Singh J . 2008. Distributed R&D, cross-regional knowledge integration and quality of innovative output[J]. Research Policy, 37(1):77-96. |
[31] | Spender J C, Grant R M . 1996. Knowledge and the firm: Overview[J]. Strategic Management Journal, 17(2):5-9. |
[32] | Stiebale J, Reize F . 2011. The impact of FDI through mergers and acquisitions on innovation in target firms[J]. International Journal of Industrial Organization, 29(2):155-167. |
[33] | Stiebale J . 2013. The impact of cross-border mergers and acquisitions on the acquirers' R&D: Firm-level evidence[J]. International Journal of Industrial Organization, 31(4):307-321. |
[34] | Tang C, Tang Y, Su S . 2018. R&D internationalization, product diversification and international performance for emerging market enterprises: An empirical study on Chinese enterprises[J]. European Management Journal, 37(4):529-539. |
[35] | Tsai W . 2001. Knowledge transfer in intraorganizational networks: Effects of network position and absorptive capacity on business unit innovation and performance[J]. The Academy of Management Journal, 44(5):996-1004. |
[36] | Wang Y, Xie W, Li J , et al. 2018. What factors determine the subsidiary mode of overseas R&D by developing-country MNEs? Empirical evidence from Chinese subsidiaries abroad[J]. Research and Development Management, 48(2):253-265. |
[1] | HE Canfei,LI Zhenfa,CHEN Hanghang. Cross-border mergers and acqusitions of Chinese enterprises under the influence of regional integration and institutional distance [J]. PROGRESS IN GEOGRAPHY, 2019, 38(10): 1501-1513. |
|