商业智能和分析在组织中的新兴趋势和影响:来自印度的案例研究

Q2 Economics, Econometrics and Finance
Aditi S. Divatia, Jyoti Tikoria, S. Lakdawala
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引用次数: 1

摘要

商业智能与分析(BI&A)对当今大多数组织的决策和业务绩效的影响越来越大。这些组织定期投资于BI&A所需的资源。这项投资的影响是什么?BI&A影响业务的哪些功能?在BI&A的使用和有效性方面有什么趋势吗?这些趋势在具有不同BI&A能力成熟度级别的组织中是否有所不同?本研究的目的是发现处于不同BI&A成熟度水平的组织中BI&A的使用和有效性模式。在研究的第一阶段,数据样本取自印度的145个组织。使用数据挖掘技术——k均值聚类对其进行了分析。根据影响BI&A能力成熟度的因素,将这些组织分为六个集群。在研究的第二阶段,从每个集群中抽取一个案例组织,以获得更深入的见解。对来自每个案例组织的受访者进行了深入访谈,以了解BI&a的状态、BI&a的使用和有效性。采用NVIVO12plus中的主题分析方法对访谈进行分析。该研究确定了代表组织集群中BI&A能力成熟度状态的关键特征。研究结果表明,与BI和A能力成熟度较低的组织相比,BI和A功能成熟度较高的组织组在更多的功能领域使用BI和A,并且在更多的领域体验到BI和A的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Emerging trends and impact of business intelligence & analytics in organizations: Case studies from India
Business Intelligence & Analytics (BI&A) has an increasing impact on decision making and business performance within most organizations today. These organizations regularly invest in resources required for BI&A. What is the impact of this investment? Which functions of the business does BI&A impact? Are there any trends seen in the usage and effectiveness of BI&A? Are these trends different across organizations with different levels of BI&A capability maturity? The purpose of this study was to discover patterns in the usage and effectiveness of BI&A across organizations which are at different levels of BI&A maturity. In the first phase of the study, the data sample was taken from 145 organizations in India. It was analyzed using the data mining technique – k-means clustering. The organizations were grouped into six clusters based on factors influencing BI&A capability maturity. In the second phase of the study, one case organization is taken from each cluster to gain deeper insights. In-depth interviews were conducted with a respondent from each case organization to understand the state of BI&A, the usage and effectiveness of BI&A. The interviews were analyzed using thematic analysis method in NVIVO 12 plus. The study identified the key characteristics which represented the state of BI&A capability maturity in the organization cluster. Findings show that groups of organization which had higher maturity of BI&A capability were using BI&A across larger number of functional areas and also experiencing the effectiveness of BI&A in more areas than the organizations which had lower maturity of BI&A capability.
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来源期刊
Business Information Review
Business Information Review Economics, Econometrics and Finance-Economics, Econometrics and Finance (miscellaneous)
CiteScore
2.50
自引率
0.00%
发文量
22
期刊介绍: Business Information Review (BIR) is concerned with information and knowledge management within organisations. To be successful organisations need to gain maximum value from exploiting relevant information and knowledge. BIR deals with information strategies and operational good practice across the range of activities required to deliver this information dividend. The journal aims to highlight developments in the economic, social and technological landscapes that will impact the way organisations operate. BIR also provides insights into the factors that contribute to individual professional success.
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