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创业认知对商业模式创新的影响:一种基于多元回归和机器学习的混合方法

The Influence of Entrepreneurial Cognition on Business Model Innovation: A Hybrid Method Based on Multiple Regressions and Machine Learning.

作者信息

Zhou Jian, Yang Jian, Sun Hehe, Liu Yang, Liu Xiao

机构信息

Department of Business Management, School of Business, Qingdao University, Qingdao, China.

Department of Computer Science and Technology, Ocean University of China, Qingdao, China.

出版信息

Front Psychol. 2021 Nov 11;12:744237. doi: 10.3389/fpsyg.2021.744237. eCollection 2021.

DOI:10.3389/fpsyg.2021.744237
PMID:34858277
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8631762/
Abstract

How to achieve business model innovation (BMI) has always been a focus topic in the field of entrepreneurship. Based on cognitive theory, this study takes new ventures as the research object to build a theoretical model to explore the impact of entrepreneurial cognition on BMI choice, its intermediary mechanism, and boundary conditions. We test our framework with a sample of 242 questionnaires; the empirical research results show that entrepreneurial configuration cognition, willing cognition, and ability cognition indirectly affect the BMI of new ventures. Strategic sensitivity (SSE) mediated the relationship between entrepreneurial cognition and BMI; knowledge diversity positively moderates the relationship between SSE and BMI. Machine learning algorithm research has found three prediction models for BMI of new ventures. By constructing a theoretical analysis framework of BMI from the perspective of cognition, the results deepen the relevant research on BMI of new ventures, clarify the source of unique characteristics and capabilities of entrepreneurs, provide a new research perspective for analyzing the impact mechanism of entrepreneurial cognition on BMI, enrich the research results in the field of "situation-cognition behavior," and further clarify the important role of knowledge in the development of new ventures.

摘要

如何实现商业模式创新(BMI)一直是创业领域的一个焦点话题。基于认知理论,本研究以新创企业为研究对象,构建理论模型,探讨创业认知对BMI选择的影响、其中介机制及边界条件。我们用242份问卷样本对框架进行了检验;实证研究结果表明,创业构型认知、意愿认知和能力认知间接影响新创企业的BMI。战略敏感性(SSE)在创业认知与BMI之间起中介作用;知识多样性正向调节SSE与BMI之间的关系。机器学习算法研究发现了新创企业BMI的三种预测模型。通过从认知角度构建BMI理论分析框架,研究结果深化了新创企业BMI的相关研究,明确了创业者独特特征和能力的来源,为分析创业认知对BMI的影响机制提供了新的研究视角,丰富了“情境-认知-行为”领域的研究成果,并进一步阐明了知识在新创企业发展中的重要作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da9e/8631762/bbc619039450/fpsyg-12-744237-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da9e/8631762/0be8190467e5/fpsyg-12-744237-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da9e/8631762/ebb296e84fd0/fpsyg-12-744237-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da9e/8631762/bbc619039450/fpsyg-12-744237-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da9e/8631762/0be8190467e5/fpsyg-12-744237-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da9e/8631762/ebb296e84fd0/fpsyg-12-744237-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da9e/8631762/bbc619039450/fpsyg-12-744237-g003.jpg

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本文引用的文献

1
Narcissism and Entrepreneurship: A Systematic Review and an Agenda for Future Research.自恋与创业:系统综述及未来研究议程
Front Psychol. 2021 Apr 21;12:657681. doi: 10.3389/fpsyg.2021.657681. eCollection 2021.
2
Threat or opportunity? A case study of digital-enabled redesign of entrepreneurship education in the COVID-19 emergency.威胁还是机遇?新冠疫情紧急状态下创业教育数字化重新设计的案例研究
Technol Forecast Soc Change. 2021 May;166:120565. doi: 10.1016/j.techfore.2020.120565. Epub 2021 Jan 22.
3
Application of Quantum-Markov Open System Models to Human Cognition and Decision.
初创企业的执行认知能力与商业模式创新:创业拼凑与环境动态性的作用。
Front Psychol. 2022 Aug 25;13:978543. doi: 10.3389/fpsyg.2022.978543. eCollection 2022.
4
Start-Up's Road to Disruptive Innovation in the Digital Era: The Interplay Between Dynamic Capabilities and Business Model Innovation.初创企业在数字时代实现颠覆性创新之路:动态能力与商业模式创新之间的相互作用
Front Psychol. 2022 Jun 21;13:925277. doi: 10.3389/fpsyg.2022.925277. eCollection 2022.
5
The Relationship Between Personality Traits and Entrepreneurial Intention Among College Students: The Mediating Role of Creativity.大学生人格特质与创业意向的关系:创造力的中介作用。
Front Psychol. 2022 Feb 3;13:822206. doi: 10.3389/fpsyg.2022.822206. eCollection 2022.
6
Signals for Entrepreneurial Family Lending: Psychological Capital as an Intent Signal.创业型家族借贷信号:心理资本作为一种意向信号
Front Psychol. 2022 Feb 18;13:797615. doi: 10.3389/fpsyg.2022.797615. eCollection 2022.
量子马尔可夫开放系统模型在人类认知与决策中的应用。
Entropy (Basel). 2020 Sep 4;22(9):990. doi: 10.3390/e22090990.
4
Machine learning: Trends, perspectives, and prospects.机器学习:趋势、观点和展望。
Science. 2015 Jul 17;349(6245):255-60. doi: 10.1126/science.aaa8415.
5
The relationship of entrepreneurial traits, skill, and motivation to subsequent venture growth.创业特质、技能和动机与后续企业成长的关系。
J Appl Psychol. 2004 Aug;89(4):587-98. doi: 10.1037/0021-9010.89.4.587.
6
Why business models matter.商业模式为何重要。
Harv Bus Rev. 2002 May;80(5):86-92, 133.