{"title":"利用生成式人工智能培养危机期间的创业复原力:中小企业实证研究","authors":"Adam Shore , Manisha Tiwari , Priyanka Tandon , Cyril Foropon","doi":"10.1016/j.technovation.2024.103063","DOIUrl":null,"url":null,"abstract":"<div><p>Recently, Gen AI has garnered significant attention across various sectors of society, particularly capturing the interest of small business due to its capacity to allow them to reassess their business models with minimal investment. To understand how small and medium-sized firms have utilised Gen AI-based tools to cope with the market's high level of turbulence caused by the COVID-19 pandemic, geopolitical crises, and economic slowdown, researchers have conducted an empirical study. Although Gen AI is receiving more attention, there remains a dearth of empirical studies that investigate how it influences the entrepreneurial orientation of firms and their ability to cultivate entrepreneurial resilience amidst market turbulence. Most of the literature offers anecdotal evidence. To address this research gap, the authors have grounded their theoretical model and research hypotheses in the contingent view of dynamic capability. They tested the research hypotheses using cross-sectional data from a pre-tested survey instrument, which yielded 87 useable responses from small and medium enterprises in France. The authors used variance-based structural equation modelling with the commercial WarpPLS 7.0 software to test the theoretical model. The study's findings suggest that Gen AI and EO have a significant influence on building entrepreneurial resilience as higher-order and lower-order dynamic capabilities. However, market turbulence has a negative moderating effect on the path that joins entrepreneurial orientation and entrepreneurial resilience. The results suggest that the assumption that high market turbulence will have positive effects on dynamic capabilities and competitive advantage is not always true, and the linear assumption does not hold, which is consistent with some scholars' assumptions. 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The authors used variance-based structural equation modelling with the commercial WarpPLS 7.0 software to test the theoretical model. The study's findings suggest that Gen AI and EO have a significant influence on building entrepreneurial resilience as higher-order and lower-order dynamic capabilities. However, market turbulence has a negative moderating effect on the path that joins entrepreneurial orientation and entrepreneurial resilience. The results suggest that the assumption that high market turbulence will have positive effects on dynamic capabilities and competitive advantage is not always true, and the linear assumption does not hold, which is consistent with some scholars' assumptions. 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引用次数: 0
摘要
最近,Gen AI 在社会各行各业引起了极大关注,尤其是吸引了小型企业的兴趣,因为它能让它们以最小的投资重新评估自己的商业模式。为了了解中小型企业如何利用基于 Gen AI 的工具来应对 COVID-19 大流行病、地缘政治危机和经济放缓造成的市场剧烈动荡,研究人员开展了一项实证研究。虽然 Gen AI 正受到越来越多的关注,但仍缺乏实证研究来探讨 Gen AI 如何影响企业的创业导向,以及企业在市场动荡中培养创业应变能力的情况。大多数文献提供的都是传闻证据。针对这一研究空白,作者以动态能力的权变观点为基础,建立了自己的理论模型和研究假设。他们使用预先测试过的调查工具中的横截面数据对研究假设进行了检验,该调查工具从法国的中小型企业中获得了 87 份可用的回复。作者使用商业 WarpPLS 7.0 软件的方差结构方程模型来检验理论模型。研究结果表明,作为高阶和低阶动态能力,Gen AI 和 EO 对建立创业复原力有重大影响。然而,市场动荡对创业导向与创业复原力的连接路径具有负向调节作用。研究结果表明,市场动荡程度高会对动态能力和竞争优势产生积极影响的假设并不总是正确的,线性假设也不成立,这与一些学者的假设是一致的。研究结果为动态能力的权变观点做出了重要贡献,并开辟了新的研究途径,需要进一步研究市场动荡的非线性关系。
Building entrepreneurial resilience during crisis using generative AI: An empirical study on SMEs
Recently, Gen AI has garnered significant attention across various sectors of society, particularly capturing the interest of small business due to its capacity to allow them to reassess their business models with minimal investment. To understand how small and medium-sized firms have utilised Gen AI-based tools to cope with the market's high level of turbulence caused by the COVID-19 pandemic, geopolitical crises, and economic slowdown, researchers have conducted an empirical study. Although Gen AI is receiving more attention, there remains a dearth of empirical studies that investigate how it influences the entrepreneurial orientation of firms and their ability to cultivate entrepreneurial resilience amidst market turbulence. Most of the literature offers anecdotal evidence. To address this research gap, the authors have grounded their theoretical model and research hypotheses in the contingent view of dynamic capability. They tested the research hypotheses using cross-sectional data from a pre-tested survey instrument, which yielded 87 useable responses from small and medium enterprises in France. The authors used variance-based structural equation modelling with the commercial WarpPLS 7.0 software to test the theoretical model. The study's findings suggest that Gen AI and EO have a significant influence on building entrepreneurial resilience as higher-order and lower-order dynamic capabilities. However, market turbulence has a negative moderating effect on the path that joins entrepreneurial orientation and entrepreneurial resilience. The results suggest that the assumption that high market turbulence will have positive effects on dynamic capabilities and competitive advantage is not always true, and the linear assumption does not hold, which is consistent with some scholars' assumptions. The study's results offer significant contributions to the contingent view of dynamic capabilities and open new research avenues that require further investigation into the non-linear relationship of market turbulence.
期刊介绍:
The interdisciplinary journal Technovation covers various aspects of technological innovation, exploring processes, products, and social impacts. It examines innovation in both process and product realms, including social innovations like regulatory frameworks and non-economic benefits. Topics range from emerging trends and capital for development to managing technology-intensive ventures and innovation in organizations of different sizes. It also discusses organizational structures, investment strategies for science and technology enterprises, and the roles of technological innovators. Additionally, it addresses technology transfer between developing countries and innovation across enterprise, political, and economic systems.