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.
机构:
Ctr European Econ Res ZEW, Digital Econ Res Dept, POB 103443, D-68304 Mannheim, GermanyCtr European Econ Res ZEW, Digital Econ Res Dept, POB 103443, D-68304 Mannheim, Germany
Niebel, Thomas
Rasel, Fabienne
论文数: 0引用数: 0
h-index: 0
机构:
Ctr European Econ Res ZEW, Digital Econ Res Dept, POB 103443, D-68304 Mannheim, GermanyCtr European Econ Res ZEW, Digital Econ Res Dept, POB 103443, D-68304 Mannheim, Germany
Rasel, Fabienne
Viete, Steffen
论文数: 0引用数: 0
h-index: 0
机构:
Ctr European Econ Res ZEW, Digital Econ Res Dept, POB 103443, D-68304 Mannheim, GermanyCtr European Econ Res ZEW, Digital Econ Res Dept, POB 103443, D-68304 Mannheim, Germany
机构:
Univ Airlangga, Fac Econ & Business, Surabaya 60115, East Java Provi, Indonesia
Bahria Univ, Dept Management Studies, Islamabad, PakistanUniv Airlangga, Fac Econ & Business, Surabaya 60115, East Java Provi, Indonesia
Sindhu, Muzammal Ilyas
Windijarto
论文数: 0引用数: 0
h-index: 0
机构:
Univ Airlangga, Fac Econ & Business, Surabaya 60115, East Java Provi, IndonesiaUniv Airlangga, Fac Econ & Business, Surabaya 60115, East Java Provi, Indonesia
Windijarto
Wong, Wing-Keung
论文数: 0引用数: 0
h-index: 0
机构:
Asia Univ, Fintech & Blockchain Res Ctr, Dept Finance, Taichung, Taiwan
Asia Univ, Big Data Res Ctr, Taichung, Taiwan
Hang Seng Univ Hong Kong, China Med Univ Hosp, Dept Med Res, Dept Econ & Finance, Hong Kong, Peoples R ChinaUniv Airlangga, Fac Econ & Business, Surabaya 60115, East Java Provi, Indonesia
Wong, Wing-Keung
Maswadi, Laila
论文数: 0引用数: 0
h-index: 0
机构:
Jazan Univ, Accounting & Finance Dept, Jazan, Saudi ArabiaUniv Airlangga, Fac Econ & Business, Surabaya 60115, East Java Provi, Indonesia
机构:
Univ Foggia, Dept Social Sci DISS, Corp Social Responsibil Res Lab CSR Lab, Via A Zara 11, I-71121 Foggia, Italy
Univ Naples Federico II, Dept Econ Management Inst DEMI, Family Business Lab Accounting & Governance FLAG, Naples, ItalyUniv Foggia, Dept Social Sci DISS, Corp Social Responsibil Res Lab CSR Lab, Via A Zara 11, I-71121 Foggia, Italy
Manzi, Maria Angela
Cirillo, Alessandro
论文数: 0引用数: 0
h-index: 0
机构:
Univ Naples Federico II, Dept Econ Management Inst DEMI, Family Business Lab Accounting & Governance FLAG, Naples, Italy
Jonkoping Int Business Sch, Ctr Family Entrepreneurship & Ownership CeFEO, Jonkoping, SwedenUniv Foggia, Dept Social Sci DISS, Corp Social Responsibil Res Lab CSR Lab, Via A Zara 11, I-71121 Foggia, Italy
Cirillo, Alessandro
Mussolino, Donata
论文数: 0引用数: 0
h-index: 0
机构:
Univ Naples Federico II, Dept Econ Management Inst DEMI, Family Business Lab Accounting & Governance FLAG, Naples, ItalyUniv Foggia, Dept Social Sci DISS, Corp Social Responsibil Res Lab CSR Lab, Via A Zara 11, I-71121 Foggia, Italy