Value of Analytics for Decision-Making: Role of Managers and Analysts

IF 2.5 4区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Sakshi Srivastava, Gaurav Dixit
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Abstract

ABSTRACTDespite the hype and investments, the successful use of analytics demands human-intensive efforts to exploit its full potential. The mixed outcomes of analytics initiatives indicate the need to dive deep into how analytical activities and processes contribute to business value creation. Building on the knowledge-based and dynamic capability views and following the analytics process perspective, we examine managers’ and analysts’ roles in creating value for data-driven decision-making. We conducted Q-sorting, exploratory factor analysis, and partial least squares analysis using data from 159 firms with low to medium-level analytics. As part of our research, we conceptualize and develop two novel multi-dimensional constructs: 1) managerial analytics competency and 2) technical analytics competency and then empirically investigate their impact on decision-making efficiency and effectiveness. Our results reveal the crucial role of managerial analytics competency in driving the technical analytics competency for improved decision-making. Furthermore, our research offers significant contributions to theory and practice.KEYWORDS: Data-driven decision-makinganalyticscompetencyknowledge-based viewconstruct development Disclosure statementNo potential conflict of interest was reported by the author(s).Additional informationFundingThe work was supported by the Sponsored Research & Industrial Consultancy office, Indian Institute of Technology Roorkee [MSD/FIG/100703].
分析对决策的价值:管理者和分析师的角色
尽管有炒作和投资,分析的成功使用需要人力密集的努力来开发其全部潜力。分析计划的混合结果表明,需要深入研究分析活动和过程如何为业务价值创造做出贡献。基于基于知识和动态能力的观点,并遵循分析过程的观点,我们研究了管理者和分析师在为数据驱动的决策创造价值方面的角色。我们对159家公司的数据进行了q排序、探索性因子分析和偏最小二乘分析。作为我们研究的一部分,我们概念化并发展了两个新的多维结构:1)管理分析能力和2)技术分析能力,然后实证研究了它们对决策效率和有效性的影响。我们的结果揭示了管理分析能力在推动改进决策的技术分析能力中的关键作用。此外,我们的研究具有重要的理论和实践意义。关键词:数据驱动决策分析能力基于知识的观点结构发展披露声明作者未报告潜在的利益冲突。这项工作得到了赞助研究与工业咨询办公室,印度理工学院鲁尔基[MSD/FIG/100703]的支持。
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来源期刊
Journal of Computer Information Systems
Journal of Computer Information Systems COMPUTER SCIENCE, INFORMATION SYSTEMS-
CiteScore
6.80
自引率
7.10%
发文量
82
审稿时长
>12 weeks
期刊介绍: The Journal of Computer Information Systems (JCIS) aims to publish manuscripts that explore information systems and technology research and thus develop computer information systems globally. We encourage manuscripts that cover the following topic areas: -Analytics, Business Intelligence, Decision Support Systems in Computer Information Systems - Mobile Technology, Mobile Applications - Human-Computer Interaction - Information and/or Technology Management, Organizational Behavior & Culture - Data Management, Data Mining, Database Design and Development - E-Commerce Technology and Issues in computer information systems - Computer systems enterprise architecture, enterprise resource planning - Ethical and Legal Issues of IT - Health Informatics - Information Assurance and Security--Cyber Security, Cyber Forensics - IT Project Management - Knowledge Management in computer information systems - Networks and/or Telecommunications - Systems Analysis, Design, and/or Implementation - Web Programming and Development - Curriculum Issues, Instructional Issues, Capstone Courses, Specialized Curriculum Accreditation - E-Learning Technologies, Analytics, Future
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