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A text mining-based review of the literature on dynamic capabilities perspective in information systems research

机译:信息系统研究中动态能力的文献文献基于文本挖掘审查

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Purpose - While the dynamic capabilities perspective is the most cited strategic theory in the information systems field of research, little effort has been made to review and integrate the associate literature of this perspective in the field. Accordingly, this paper aims to systematically analyze the information systems literature on dynamic capabilities and provide a holistic understanding of the topical composition and trend of dynamic capabilities studies in information systems research. Design/methodology/approach - Using latent Dirichlet allocation as the text analysis algorithm, the author conducted a topic modeling of the dynamic capabilities corpus in the information systems field of research to quantitatively review, summarize and classify the prior literature. The review covered 191 articles published on dynamic capabilities between 1998 and 2018 in pioneering information systems journals and conference proceedings. Findings - In accordance with the topic modeling results, the topical composition of the dynamic capabilities corpus in information systems research dominantly includes seven themes titled T1. Information systems value, T2. Information systems change, T3. Digitalization, T4. Information systems agility, T5. Big data, T6. Information systems innovation and T7. Information systems alignment. Also, the overall and topical trend of dynamic capabilities studies in the information systems field of research were revealed. The trends indicated that the investigated domain and its prominent sub-domains have generally had positive productivity over the past years. Originality/value - The current study contributes to the domain by developing knowledge and improving literature on dynamic capabilities in information systems research, discovering the main topics of interest for information systems researchers to deploying the dynamic capabilities perspective in their studies, and prioritizing the future information systems research on dynamic capabilities based on the identified trends of topics.
机译:目的 - 虽然动态能力的角度来看,信息系统中最引用的战略理论,但已经努力审查并整合了该领域的助理文献。因此,本文旨在系统地分析信息系统文献对动态能力,并对信息系统研究中的动态能力研究的局部成分和趋势提供全面了解。设计/方法/方法 - 使用潜在的Dirichlet分配作为文本分析算法,作者在信息系统中进行了动态功能语料库的主题建模,以定量审查,总结和分类先前文献。该审查涵盖了1998年至2018年在开拓信息系统期刊和会议诉讼中发表的191九八年代的动态能力的文章。调查结果 - 根据主题建模结果,信息系统研究中的动态能力语料库的局部组成主要包括标题为T1的七个主题。信息系统值,T2。信息系统更改,T3。数字化,T4。信息系统敏捷性,T5。大数据,T6。信息系统创新和T7。信息系统对齐。此外,揭示了信息系统研究领域的动态能力研究的总体和局部趋势。趋势表明,研究领域及其着名的子系统通常在过去几年中具有积极的生产率。原创性/值 - 目前的研究通过开发知识和改进信息系统研究中的动态能力的知识和改进文献,为信息系统的研究人员进行了兴趣的主要主题,从而在他们的研究中部署的主要信息,并优先考虑未来信息的主要信息基于所确定的主题趋势的动态能力系统研究。

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