Risks to Big Data Analytics and Blockchain Technology Adoption in Supply Chains

被引:34
作者
Narwane, Vaibhav S. [1 ]
Raut, Rakesh D. [2 ]
Mangla, Sachin Kumar [3 ]
Dora, Manoj [4 ]
Narkhede, Balkrishna E. [5 ]
机构
[1] KJ Somaiya Coll Engn, Dept Mech Engn, Vidya Vihar East,Ghatkopar East, Mumbai 400077, Maharashtra, India
[2] Natl Inst Ind Engn NITIE, Dept Operat & Supply Chain Management, Mumbai 400087, Maharashtra, India
[3] OP Jindal Global Univ, Jindal Global Business Sch, Sonipat, Haryana, India
[4] Brunel Univ London, Brunel Business Sch, London, England
[5] Natl Inst Ind Engn NITIE, Dept Ind Engn & Management Syst, Mumbai 400087, Maharashtra, India
关键词
Big data; Blockchain technology; Supply chain; Risk-factors; Grey-DEMATEL; DEMATEL METHOD; OPTIMIZATION MODEL; MANAGEMENT; SUSTAINABILITY; SERVICE; CHALLENGES; REAL; OPERATIONS; LOGISTICS; RESILIENT;
D O I
10.1007/s10479-021-04396-3
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Supply chains (SCs) are susceptible to risks because of their dynamic and complex nature. Big data analytics (BDA) through blockchain technology (BCT) can significantly contribute to managing SC risks. However, to date, the combined effect of BDA-BCT for SC risks has not been investigated extensively in the literature. This paper aims to identify the risk factors of the BDA-BCT initiative for Indian manufacturing organisations. Through the literature and experts' judgments, sixteen risk factors were identified. Data was collected from machine tool, automobile component, and electrical manufacturing organisations. Further interrelations between risk factors were evaluated using the grey DEMATEL approach. The results show that 'supply chain visibility risks', 'infrastructure and development costs', 'demand forecasting and sensing risks', 'data privacy and security risks', 'policy and legality related risks', and 'supply chain resilience' were identified as common factors in the adoption of BDA-BCT practices by the three organisations. The cause-effect relationship between risk factors can assist managers, suppliers, service providers, and policymakers in the significant adoption of BDA-BCT in the context of manufacturing organisations. The study provides a novel way to utilise BDA-BCT in minimising supply chain risks. Limitations of the study are that it was conducted only for Indian organizations. In the future, the findings of the study can be validated through empirical analysis.
引用
收藏
页码:339 / 374
页数:36
相关论文
共 102 条
[61]   Vision, applications and future challenges of Internet of Things A bibliometric study of the recent literature [J].
Mishra, Deepa ;
Gunasekaran, Angappa ;
Childe, Stephen J. ;
Papadopoulos, Thanos ;
Dubey, Rameshwar ;
Wamba, Samuel .
INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2016, 116 (07) :1331-1355
[62]   It's real, trust me! Establishing supply chain provenance using blockchain [J].
Montecchi, Matteo ;
Plangger, Kirk ;
Etter, Michael .
BUSINESS HORIZONS, 2019, 62 (03) :283-293
[63]  
Mukherjee Sharmistha, 2019, Economic Times
[64]  
Nikjoo Amin Vafadar, 2014, International Journal of Operational Research, V20, P439, DOI 10.1504/IJOR.2014.063152
[65]   Better Demand Signal, Better Decisions? Evaluation of Big Data in a Licensed Remanufacturing Supply Chain with Environmental Risk Considerations [J].
Niu, Baozhuang ;
Zou, Zongbao .
RISK ANALYSIS, 2017, 37 (08) :1550-1565
[66]   Big Data Analytics as a mediator in Lean, Agile, Resilient, and Green (LARG) practices effects on sustainable supply chains [J].
Raut, Rakesh D. ;
Mangla, Sachin Kumar ;
Narwane, Vaibhav S. ;
Dora, Manoj ;
Liu, Mengqi .
TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2021, 145
[67]   Linking big data analytics and operational sustainability practices for sustainable business management [J].
Raut, Rakesh D. ;
Mangla, Sachin Kumar ;
Narwane, Vaibhav S. ;
Gardas, Bhaskar B. ;
Priyadarshinee, Pragati ;
Narkhede, Balkrishna E. .
JOURNAL OF CLEANER PRODUCTION, 2019, 224 :10-24
[68]   Supply chain risk management in India - practical insights [J].
Rogers, Helen ;
Srivastava, Mohit ;
Pawar, Kulwant S. ;
Shah, Janat .
INTERNATIONAL JOURNAL OF LOGISTICS-RESEARCH AND APPLICATIONS, 2016, 19 (04) :278-299
[69]   Blockchain: case studies in food supply chain visibility [J].
Rogerson, Michael ;
Parry, Glenn C. .
SUPPLY CHAIN MANAGEMENT-AN INTERNATIONAL JOURNAL, 2020, 25 (05) :601-614
[70]   Risk Identification-Based Association Rule Mining for Supply Chain Big Data [J].
Salamai, Abdullah ;
Saberi, Morteza ;
Hussain, Omar ;
Chang, Elizabeth .
SECURITY, PRIVACY, AND ANONYMITY IN COMPUTATION, COMMUNICATION, AND STORAGE (SPACCS 2018), 2018, 11342 :219-228