Big data and predictive analytics in humanitarian supply chains: Enabling visibility and coordination in the presence of swift trust

被引:146
作者
Dubey, Rameshwar [1 ]
Luo, Zongwei [2 ]
Gunasekaran, Angappa [3 ]
Akter, Shahriar [4 ]
Hazen, Benjamin T. [5 ,6 ]
Douglas, Matthew A. [5 ]
机构
[1] Montpellier Business Sch, Montpellier, France
[2] Southern Univ Sci & Technol, Dept Comp Sci & Engn, Shenzhen, Peoples R China
[3] Univ Massachusetts Dartmouth, Charlton Coll Business, Dept Decis & Informat Sci, N Dartmouth, MA USA
[4] Univ Wollongong, Sch Management Operat & Mkt, Wollongong, NSW, Australia
[5] US Air Force, Inst Technol, Dept Operat Sci, Wright Patterson AFB, OH 45433 USA
[6] Univ Tennessee, Dept Mkt & Supply Chain Management, Knoxville, TN USA
关键词
Big data; Information exchange; Coordination; Supply chain management; Predictive analytics; Confirmatory factor analysis; Resource-based view; Humanitarian supply chain; Humanitarian operations; Swift trust; Contingent resource-based view; Regression analysis; RESOURCE-BASED THEORY; FIRM PERFORMANCE; COMPETITIVE ADVANTAGE; DYNAMIC CAPABILITIES; INFORMATION-TECHNOLOGY; BUSINESS STRATEGY; CONCEPTUAL-MODEL; DATA SCIENCE; MANAGEMENT; LOGISTICS;
D O I
10.1108/IJLM-02-2017-0039
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Purpose The purpose of this paper is to understand how big data and predictive analytics (BDPA), as an organizational capability, can improve both visibility and coordination in humanitarian supply chains. Design/methodology/approach The authors conceptualize a research model grounded in contingent resource-based view where the authors propose that BDPA capabilities affect visibility and coordination under the moderating effect of swift trust. Using ordinary least squares regression, the authors test the hypotheses using survey data collected from informants at 205 international non-government organizations. Findings The results indicate that BDPA has a significant influence on visibility and coordination. Further, the results suggest that swift trust does not have an amplifying effect on the relationships between BDPA and visibility and coordination. However, the mediation test suggests that swift trust acts as a mediating construct. Hence, the authors argue that swift trust is not the condition for improving coordination among the actors in humanitarian supply chains. Research limitations/implications The major limitation of the study is that the authors have used cross-sectional survey data to test the research hypotheses. Following Guide and Ketokivi (2015), the authors present arguments on how to address the limitations of cross-sectional data or use of longitudinal data that can address common method bias or endogeneity-related problems. Practical implications Managers can use this framework to understand: first, how organizational resources can be used to create BDPA, and second, how BDPA can help build swift trust and be used to improve visibility and coordination in the humanitarian supply chain. Originality/value This is the first research that has empirically tested the anecdotal and conceptual evidence. The findings make notable contributions to existing humanitarian supply chain literature and may be useful to managers who are contemplating the use of BDPA to improve disaster-relief-related activities.
引用
收藏
页码:485 / 512
页数:28
相关论文
共 126 条
[1]   Coordination in humanitarian relief chains: chain coordinators [J].
Akhtar, P. ;
Marr, N. E. ;
Garnevska, E. V. .
JOURNAL OF HUMANITARIAN LOGISTICS AND SUPPLY CHAIN MANAGEMENT, 2012, 2 (01) :85-103
[2]   How to improve firm performance using big data analytics capability and business strategy alignment? [J].
Akter, Shahriar ;
Wamba, Samuel Fosso ;
Gunasekaran, Angappa ;
Dubey, Rameshwar ;
Childe, Stephen J. .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2016, 182 :113-131
[3]   Information Diffusion among Agents: Implications for Humanitarian Operations [J].
Altay, Nezih ;
Pal, Raktim .
PRODUCTION AND OPERATIONS MANAGEMENT, 2014, 23 (06) :1015-1027
[4]  
[Anonymous], 2000, IND CORP CHANGE, DOI DOI 10.1093/ICC/9.1.1
[5]  
[Anonymous], COMMUNICATION 0918
[6]  
[Anonymous], 1985, SSRN Scholarly Paper 1496720
[7]  
[Anonymous], 2008, LARGE SCALE DISASTER
[8]  
[Anonymous], 2006, MULTIVARIATE DATA AN
[9]  
[Anonymous], INFORM COMMUNICATION
[10]  
[Anonymous], APPL MULTIPLE REGRES