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

被引:5
作者
Agostini, Marisa [1 ]
Arkhipova, Daria [1 ]
Mio, Chiara [1 ]
机构
[1] CaFoscari Univ Venice, Dept Management, Venice, Italy
关键词
Big data; Analytics; Accountability; Non-financial disclosure; Structured literature review; VALUE CREATION; PREDICTIVE ANALYTICS; STRATEGIC VALUE; MANAGEMENT; SUSTAINABILITY; TECHNOLOGIES; PERFORMANCE; CHALLENGES; INNOVATION; FRAMEWORK;
D O I
10.1108/SAMPJ-02-2022-0110
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
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.
引用
收藏
页码:62 / 89
页数:28
相关论文
共 123 条
[91]   Management accounting goes digital: Will the move make it wiser? [J].
Quattrone, Paolo .
MANAGEMENT ACCOUNTING RESEARCH, 2016, 31 :118-122
[92]   Assessing the Legitimacy of "Open" and "Closed" Data Partnerships for Sustainable Development [J].
Rasche, Andreas ;
Morsing, Mette ;
Wetter, Erik .
BUSINESS & SOCIETY, 2021, 60 (03) :547-581
[93]   The new era of business intelligence: Big Data potential in the private health care value creation [J].
Ratia, Milla ;
Myllarniemi, Jussi ;
Helander, Nina .
MEDITARI ACCOUNTANCY RESEARCH, 2018, 26 (03) :531-546
[94]   Unlocking causal relations of barriers to big data analytics in manufacturing firms [J].
Raut, Rakesh ;
Narwane, Vaibhav ;
Kumar Mangla, Sachin ;
Yadav, Vinay Surendra ;
Narkhede, Balkrishna Eknath ;
Luthra, Sunil .
INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2021, 121 (09) :1939-1968
[95]   Ethical challenges of edtech, big data and personalized learning: twenty-first century student sorting and tracking [J].
Regan, Priscilla M. ;
Jesse, Jolene .
ETHICS AND INFORMATION TECHNOLOGY, 2019, 21 (03) :167-179
[96]   Big data reduction framework for value creation in sustainable enterprises [J].
Rehman, Muhammad Habib Ur ;
Chang, Victor ;
Batool, Aisha ;
Teh Ying Wah .
INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT, 2016, 36 (06) :917-928
[97]   Business opportunities and challenges as the two sides of the climate change: Corporate responses and potential implications for big data management towards a low carbon society [J].
Roman Pais Seles, Bruno Michel ;
Lopes de Sousa Jabbour, Ana Beatriz ;
Chiappetta Jabbour, Charbel Jose ;
Fiorini, Paula de Camargo ;
Mohd-Yusoff, Yusliza ;
Tavares Thome, Antonio Marcio .
JOURNAL OF CLEANER PRODUCTION, 2018, 189 :763-774
[98]   A survey towards an integration of big data analytics to big insights for value-creation [J].
Saggi, Mandeep Kaur ;
Jain, Sushma .
INFORMATION PROCESSING & MANAGEMENT, 2018, 54 (05) :758-790
[99]   Twitter-Based Social Accountability Processes: The Roles for Financial Inscriptions-Based and Values-Based Messaging [J].
Saxton, Gregory D. ;
Neu, Dean .
JOURNAL OF BUSINESS ETHICS, 2022, 181 (04) :1041-1064
[100]   Intellectual capital in the age of Big Data: establishing a research agenda [J].
Secundo, Giustina ;
Del Vecchio, Pasquale ;
Dumay, John ;
Passiante, Giuseppina .
JOURNAL OF INTELLECTUAL CAPITAL, 2017, 18 (02) :242-261