A resource orchestration perspective of organizational big data analytics adoption: evidence from supply chain planning

被引:7
|
作者
Xu, Jinou [1 ]
Pero, Margherita Emma Paola [1 ]
机构
[1] Politecn Milan, Sch Management, Milan, Italy
关键词
Technology adoption; Case study; Big data analytics; Theory testing; Resource orchestration theory; Supply chain planning; PREDICTIVE ANALYTICS; INNOVATION DIFFUSION; BUSINESS PROCESSES; MANAGEMENT; OPERATIONS; INFORMATION; PERFORMANCE; LOGISTICS; SYSTEMS; DETERMINANTS;
D O I
10.1108/IJPDLM-04-2022-0118
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
PurposeThis paper investigated the organizational adoption of big data analytics (BDA) in the context of supply chain planning (SCP) to conceptualize how resources are orchestrated for organizational BDA adoption and to elucidate how resources and capabilities intervene with the resource management process during BDA adoption.Design/methodology/approachThis research elaborated on the resource orchestration theory and technology innovation adoption literature to shed light on BDA adoption with multiple case studies.FindingsA framework for the resource orchestration process in BDA adoption is presented. The authors associated the development and deployment of relevant individual, technological and organizational resources and capabilities with the phases of organizational BDA adoption and implementation. The authors highlighted that organizational BDA adoption can be initiated before consolidating the full resource portfolio. Resource acquisition, capability development and internalization of competences can take place alongside BDA adoption through structured processes and governance mechanisms.Practical implicationsA relevant discussion identifying the capability gap and provides insight into potential paths of organizational BDA adoption is presented.Social implicationsThe authors call for attention from policymakers and academics to reflect on the changes in the expected capabilities of supply chain planners to facilitate industry-wide BDA transition.Originality/valueThis study opens the black box of organizational BDA adoption by emphasizing and scrutinizing the role of resource management actions.
引用
收藏
页码:71 / 97
页数:27
相关论文
共 50 条
  • [1] Adoption of Big Data Analytics in Supply Chain Management: Combining Organizational Factors With Supply Chain Connectivity
    Alsadi, Amin Khalil
    Alaskar, Thamir Hamad
    Mezghani, Karim
    [J]. INTERNATIONAL JOURNAL OF INFORMATION SYSTEMS AND SUPPLY CHAIN MANAGEMENT, 2021, 14 (02) : 88 - 107
  • [2] Understanding Adoption of Big Data Analytics in China: From Organizational Users Perspective
    Sam, K. M.
    Chatwin, C. R.
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEE IEEM), 2018, : 507 - 510
  • [3] The Effect of Big Data Capability on Organizational Innovation: a Resource Orchestration Perspective
    Xie, Weihong
    Zhang, Qian
    Lin, Yuyao
    Wang, Zhong
    Li, Zhongshun
    [J]. JOURNAL OF THE KNOWLEDGE ECONOMY, 2024, 15 (01) : 3767 - 3791
  • [4] Big data and predictive analytics for supply chain and organizational performance
    Gunasekaran, Angappa
    Papadopoulos, Thanos
    Dubey, Rameshwar
    Wamba, Samuel Fosso
    Childe, Stephen J.
    Hazen, Benjamin
    Akter, Shahriar
    [J]. JOURNAL OF BUSINESS RESEARCH, 2017, 70 : 308 - 317
  • [5] Examining the adoption of Big data analytics in supply chain management under competitive pressure: evidence from Saudi Arabia
    Alaskar, Thamir Hamad
    Mezghani, Karim
    Alsadi, Amin Khalil
    [J]. JOURNAL OF DECISION SYSTEMS, 2021, 30 (2-3) : 300 - 320
  • [6] Unfolding the link between big data analytics and supply chain planning
    Xu, Jinou
    Pero, Margherita
    Fabbri, Margherita
    [J]. TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2023, 196
  • [7] The impact of big data analytics capability on green supply chain integration: an organizational information processing theory perspective
    Shi, Haiqing
    Feng, Taiwen
    Zhu, Zhanguo
    [J]. BUSINESS PROCESS MANAGEMENT JOURNAL, 2023, 29 (02) : 550 - 577
  • [8] Mitigating Supply Chain Risk via Sustainability Using Big Data Analytics: Evidence from the Manufacturing Supply Chain
    Mani, Venkatesh
    Delgado, Catarina
    Hazen, Benjamin T.
    Patel, Purvishkumar
    [J]. SUSTAINABILITY, 2017, 9 (04):
  • [9] Study of the Environmental Factors' Effects on Big Data Analytics Adoption in Supply Chain Management
    Mezghani, Karim
    Alsadi, Amin K.
    Alaskar, Thamir Hamad
    [J]. INTERNATIONAL JOURNAL OF E-BUSINESS RESEARCH, 2022, 18 (01)
  • [10] On relating big data analytics to supply chain planning: towards a research agenda
    Xu, Jinou
    Pero, Margherita Emma Paola
    Ciccullo, Federica
    Sianesi, Andrea
    [J]. INTERNATIONAL JOURNAL OF PHYSICAL DISTRIBUTION & LOGISTICS MANAGEMENT, 2021, 51 (06) : 656 - 682