Corporate accountability and big data analytics: is non-financial disclosure a missing link?

IF 5.2 4区 管理学 Q1 BUSINESS, FINANCE
Marisa Agostini, Daria Arkhipova, Chiara Mio
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引用次数: 2

Abstract

Purpose This paper aims to identify, synthesise and critically examine the extant academic research on the relation between big data analytics (BDA), corporate accountability and non-financial disclosure (NFD) across several disciplines. Design/methodology/approach This paper uses a structured literature review methodology and applies “insight-critique-transformative redefinition” framework to interpret the findings, develop critique and formulate future research directions. Findings This paper identifies and critically examines 12 research themes across four macro categories. The insights presented in this paper indicate that the nature of the relationship between BDA and accountability depends on whether an organisation considers BDA as a value creation instrument or as a revenue generation source. This paper discusses how NFD can effectively increase corporate accountability for ethical, social and environmental consequences of BDA. Practical implications This paper presents the results of a structured literature review exploring the state-of-the-art of academic research on the relation between BDA, NFD and corporate accountability. This paper uses a systematic approach, to provide an exhaustive analysis of the phenomenon with rigorous and reproducible research criteria. This paper also presents a series of actionable insights of how corporate accountability for the use of big data and algorithmic decision-making can be enhanced. Social implications This paper discusses how NFD can reduce negative social and environmental impact stemming from the corporate use of BDA. Originality/value To the best of the authors’ knowledge, this paper is the first one to provide a comprehensive synthesis of academic literature, identify research gaps and outline a prospective research agenda on the implications of big data technologies for NFD and corporate accountability along social, environmental and ethical dimensions.
企业问责与大数据分析:非财务披露是缺失的一环吗?
本文旨在识别、综合并批判性地审视现有的关于大数据分析(BDA)、企业问责制和非财务披露(NFD)之间关系的学术研究。设计/方法/途径本文采用结构化的文献综述方法,并运用“洞察-批判-变革性重新定义”的框架来解释研究结果,提出批评并制定未来的研究方向。本文确定并批判性地考察了四个宏观类别中的12个研究主题。本文提出的见解表明,BDA与问责制之间关系的本质取决于组织是否将BDA视为创造价值的工具,还是作为产生收入的来源。本文讨论了NFD如何有效地提高企业对BDA的道德、社会和环境后果的责任。实践意义本文通过结构化的文献综述,探讨了企业绩效评估、企业NFD和企业责任之间关系的最新学术研究成果。本文采用系统的方法,以严格和可重复的研究标准对这一现象进行详尽的分析。本文还就如何加强企业对大数据和算法决策的问责提出了一系列可操作的见解。社会影响本文讨论了NFD如何减少企业使用BDA对社会和环境的负面影响。原创性/价值据作者所知,本文是第一篇全面综合学术文献、确定研究空白并概述大数据技术对NFD和企业责任在社会、环境和伦理方面的影响的前瞻性研究议程的论文。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
9.50
自引率
6.70%
发文量
38
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