基于韩国证据的商业分析实践和管理启示

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Hokey Min
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引用次数: 5

摘要

尽管商业和学术界对商业分析(BA)的兴趣越来越大,但真正推动和阻碍BA采用的因素仍然未知。为了清楚地了解什么将导致BA的成功实现,本文确定了显著影响BA采用决策的上下文变量(例如,用户特征、组织准备和技术基础设施/专业知识)。设计/方法/方法本文进行了一系列的分类、判别和逻辑回归分析,以分析采用BA和未采用BA的邮件调查回应的差异,然后确定是什么激励或抑制了BA的采用。研究结果通过一系列假设检验,我们发现拥有更多信息技术(IT)员工和预算的大公司比小公司更倾向于采用BA。此外,我们发现,没有充分认识到BA效益潜力的BA怀疑论者更关心BA实施成本,并且比其他人经历了更大的组织对BA采用的阻力。因此,他们不太可能采用BA。在知识经济时代,公司从大数据中获得可操作见解的能力可能会改变游戏规则。这种能力可以通过利用BA来发展和培养,BA旨在帮助企业高管和政策制定者做出深思熟虑和明智的决策。本文是在对韩国企业BA实践进行探索性研究的基础上,为成功实施BA制定实践指南的首次尝试之一。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Business analytics practices and managerial implications based on the evidence from Korea
PurposeDespite a growing interest in business analytics (BA) from the business and academic communities, it is still unknown what truly motivates and hinders the adoption of BA. To have a clear picture of what will lead to the successful implementation of BA, this paper identifies contextual variables (e.g. user characteristics, organizational readiness and technology infrastructure/expertise) that significantly influence the BA adoption decision.Design/methodology/approachThis paper conducted a series of classification, discriminant and logistics regressions analyses to analyze the differences in mail survey responses between adopters and nonadopters of BA and then determine what either motivate or inhibit the BA adoption.FindingsThrough a series of hypothesis testing, we discovered that large firms with a greater number of information technology (IT) staff and budget tended to adopt BA more than their smaller counterparts. Also, we found that BA skeptics, who did not fully recognize BA benefit potentials, were more concerned about BA implementation costs and experienced the greater organization resistance to BA adoption than the others did. Therefore, they were less likely to adopt BA.Originality/valueIn the era of knowledge-based economy, the firm's ability to derive actionable insights from big data can be a game changer. Such ability can be developed and nurtured by utilizing BA which is designed to help business executives and policymakers make well-thought and informed decisions. This paper is one of the first attempts to develop practical guidelines for the successful implementation of BA based on the exploratory study of BA practices among the Korean firms.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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