Unlocking blockchain's potential for supply chain transformation: A robust system analysis for enhanced strategic performance

IF 13.3 1区 管理学 Q1 BUSINESS
Samuel Yousefi, Babak Mohamadpour Tosarkani
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引用次数: 0

Abstract

Supply chains (SCs) are becoming more complex due to globalization, the increased risk of disruptions, and regulatory requirements, which mandate greater coordination among stakeholders. The integration of a blockchain-based information-sharing mechanism can improve compliance and streamline operations across SC networks. However, blockchain adoption in SCs remains relatively unexplored, leading to managers' unfamiliarity with its potential outcomes and increasing conservatism. Therefore, this study incorporates a strategic perspective into analyzing blockchain adoption enablers. We propose a robust system analysis-based framework to investigate the interplay between enablers and supply chain performance (SCP) improvement. First, the critical success factor theory and the balanced scorecard are employed to identify and categorize the enablers in establishing a blockchain-based sustainable SC network. The systems theory-enabled fuzzy cognitive map is developed to create a causal-based model of the identified 23 enablers, and then a hybrid learning algorithm is adopted to quantify the impact of these factors on the four strategic SCP metrics, including cost-effectiveness, improved quality, lead time minimization, and increased customer satisfaction. Afterward, the blockchain adoption enablers analysis problem is formulated using the fixed-input robust data envelopment analysis to identify the most effective factors on SCP across diverse scenarios. The findings imply that each enabler affects SCP metrics either directly through causal relationships or indirectly via other enablers. Considering the overall impact, smart contracts, traceability, and streamlined communication can be regarded as key drivers that shape mediators and consequently enhance SCP. The results further indicate that the proposed framework supports greater flexibility in designing adoption strategies.
解锁区块链的供应链转型潜力:增强战略绩效的稳健系统分析
由于全球化、中断风险的增加以及监管要求,供应链正变得越来越复杂,这要求利益相关者之间进行更大的协调。基于区块链的信息共享机制的集成可以提高合规性并简化SC网络之间的操作。然而,在发展中国家,区块链的采用仍然相对未被探索,导致管理者对其潜在结果不熟悉,并且越来越保守。因此,本研究将从战略角度分析区块链采用的推动因素。我们提出了一个强大的系统分析为基础的框架来调查之间的相互作用和供应链绩效(SCP)的改进。首先,采用关键成功因素理论和平衡计分卡来识别和分类建立基于区块链的可持续供应链网络的促成因素。系统理论支持的模糊认知图被开发出来,创建了一个基于因果关系的模型,确定了23个使能因素,然后采用混合学习算法来量化这些因素对四个战略性SCP指标的影响,包括成本效益、改进的质量、交货时间最小化和提高的客户满意度。之后,使用固定输入稳健数据包络分析制定区块链采用推动因素分析问题,以确定跨不同场景的SCP的最有效因素。研究结果表明,每个促成因素要么通过因果关系直接影响SCP指标,要么通过其他促成因素间接影响SCP指标。考虑到整体影响,智能合约、可追溯性和简化的通信可以被视为塑造中介并因此增强SCP的关键驱动因素。结果进一步表明,所建议的框架在设计采用策略时支持更大的灵活性。
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来源期刊
CiteScore
21.30
自引率
10.80%
发文量
813
期刊介绍: Technological Forecasting and Social Change is a prominent platform for individuals engaged in the methodology and application of technological forecasting and future studies as planning tools, exploring the interconnectedness of social, environmental, and technological factors. In addition to serving as a key forum for these discussions, we offer numerous benefits for authors, including complimentary PDFs, a generous copyright policy, exclusive discounts on Elsevier publications, and more.
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