Knowledge-driven business model innovation through the introduction of equity investment: evidence from China's primary market
文献类型：期刊论文
| 作者 | Zheng, Jiali1,2; Qiao, Han3; Zhu, Xiumei3; Wang, Shouyang1,2 |
| 刊名 | JOURNAL OF KNOWLEDGE MANAGEMENT
 |
| 出版日期 | 2020-08-06 |
| 页码 | 18 |
| 关键词 | Business model innovation Equity investment China's primary market Logistic regression Back propagation neural network (BPNN) |
| ISSN号 | 1367-3270 |
| DOI | 10.1108/JKM-02-2020-0158 |
| 英文摘要 | Purpose This study aims to explore the role of equity investment in knowledge-driven business model innovation (BMI) in context of open modes according to the evidence from China's primary market. Design/methodology/approach Based on the database of China's private market and data set of news clouds, the statistic approach is applied to explore and explain whether equity investment promotes knowledge-driven BMI. Machine learning method is also used to prove and predict the performance of such open innovation. Findings The results of logistic regression show that explanatory variables are significant, providing evidence that knowledge management (KM) promotes BMI through equity investment. By further using back propagation neural network, the classification learning algorithm estimates the possibility of BMI, which can be regarded as a score to quantify the performance of knowledge-driven BMI Research limitations/implications The quality of secondhand big data is not very ideal, and future empirical studies should use first-hand survey data. Practical implications This study provides new insights into the link between KM and BMI by highlighting the important roles of external investments in open modes. Social implications From the perspective of investment, the findings of this study suggest the importance for stakeholders to share knowledge and strategies for entrepreneurs to manage innovation. Originality/value The concepts and indicators related to business models are difficult to quantify currently, while this study provides feasible and practical methods to estimate knowledge-driven BMI with secondhand data from the primary market. The mechanism of knowledge and innovation bridged by the experience from investors is introduced and analyzed. |
| 资助项目 | National Natural Science Foundation of China[71872171] |
| WOS研究方向 | Information Science & Library Science ; Business & Economics |
| 语种 | 英语 |
| WOS记录号 | WOS:000558902700001 |
| 出版者 | EMERALD GROUP PUBLISHING LTD |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/52009]  |
| 专题 | 中国科学院数学与系统科学研究院 |
| 通讯作者 | Qiao, Han |
| 作者单位 | 1.Univ Chinese Acad Sci, Sch Econ & Management, Beijing, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China 3.Univ Chinese Acad Sci, Sch Econ & Management, Management, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zheng, Jiali,Qiao, Han,Zhu, Xiumei,et al. Knowledge-driven business model innovation through the introduction of equity investment: evidence from China's primary market[J]. JOURNAL OF KNOWLEDGE MANAGEMENT,2020:18. |
| APA | Zheng, Jiali,Qiao, Han,Zhu, Xiumei,&Wang, Shouyang.(2020).Knowledge-driven business model innovation through the introduction of equity investment: evidence from China's primary market.JOURNAL OF KNOWLEDGE MANAGEMENT,18. |
| MLA | Zheng, Jiali,et al."Knowledge-driven business model innovation through the introduction of equity investment: evidence from China's primary market".JOURNAL OF KNOWLEDGE MANAGEMENT (2020):18. |
入库方式： OAI收割
来源：数学与系统科学研究院
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