加强大数据分析部署:揭示利益相关者动态并平衡项目角色的突出性

IF 1.7 3区 计算机科学 Q3 COMPUTER SCIENCE, SOFTWARE ENGINEERING Software Quality Journal Pub Date : 2024-03-13 DOI:10.1007/s11219-024-09665-5
Maria Hoffmann Jensen, Maja Due Kadenic
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引用次数: 0

摘要

部署是大数据分析(BDA)等数据科学项目的关键环节。要全面定义成功部署,就必须整合项目利益相关者和最终用户的观点。然而,在更广泛的项目部署视角中,仍然明显缺乏对项目利益相关者的充分考虑。本文采用人种学研究设计,在一家大型跨国企业中进行了为期 12 个月的研究,探讨了利益相关者在 BDA 项目部署中的作用。研究采用了关键系统启发式概念来识别利益相关者的角色,随后根据显著性模型对其进行了分类和分析。实证研究结果表明,BDA 项目的技术和业务方面之间存在缺失。组织职能部门和产品管理部门(能够理解技术和业务两个方面)必须扮演高度突出的利益相关者角色,以有效指导项目的成功部署。此外,这一角色将能够确定确切的受益人,从而使他们能够提高其显著性,并使他们的利益在项目利益相关者中产生共鸣。本研究通过利益相关者视角和系统思维的视角,推进了对 BDA 部署的认识和理解。它通过绘制项目的社会角色图并评估其显著性,发现了必要的资源。平衡基于角色的显著性有助于成功部署 BDA 项目。
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Enhancing big data analytics deployment: uncovering stakeholder dynamics and balancing salience in project roles

Deployment constitutes a pivotal aspect of data science projects, such as big data analytics (BDA). A comprehensive definition of successful deployment necessitates the integration of perspectives from both the project stakeholders and the end-users. However, adequate consideration of project stakeholders remains notably absent within the broader view of project deployment. This paper investigates the role of stakeholders in the deployment of BDA projects by applying an ethnographic research design throughout a 12-month period within a large multinational organization. The study employs critical systems heuristics concepts to identify stakeholder roles, which are subsequently classified and analyzed according to the salience model. The empirical findings point towards the missing link between the technical and the business aspects of a BDA project. The organizational function and product management, (capable of comprehending both the technical and business dimensions) must undertake a highly salient stakeholder role to effectively guide the project toward the successful deployment. Additionally, this role will be able to identify the exact beneficiaries, thus enabling them to increase their salience and their interests to resonate across the spectrum of project stakeholders. This study advances the knowledge and understanding of BDA deployment through the lens of a stakeholder perspective and systems thinking. It uncovers the necessary resources by mapping the social roles of a project and assessing their salience. Balancing role-based salience contributes to successful BDA project deployment.

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来源期刊
Software Quality Journal
Software Quality Journal 工程技术-计算机:软件工程
CiteScore
4.90
自引率
5.30%
发文量
26
审稿时长
>12 weeks
期刊介绍: The aims of the Software Quality Journal are: (1) To promote awareness of the crucial role of quality management in the effective construction of the software systems developed, used, and/or maintained by organizations in pursuit of their business objectives. (2) To provide a forum of the exchange of experiences and information on software quality management and the methods, tools and products used to measure and achieve it. (3) To provide a vehicle for the publication of academic papers related to all aspects of software quality. The Journal addresses all aspects of software quality from both a practical and an academic viewpoint. It invites contributions from practitioners and academics, as well as national and international policy and standard making bodies, and sets out to be the definitive international reference source for such information. The Journal will accept research, technique, case study, survey and tutorial submissions that address quality-related issues including, but not limited to: internal and external quality standards, management of quality within organizations, technical aspects of quality, quality aspects for product vendors, software measurement and metrics, software testing and other quality assurance techniques, total quality management and cultural aspects. Other technical issues with regard to software quality, including: data management, formal methods, safety critical applications, and CASE.
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