Big data analytics capabilities and firm performance: An integrated MCDM approach

被引:156
作者
Yasmin, Mariam [1 ]
Tatoglu, Ekrem [1 ]
Kilic, Huseyin Selcuk [2 ]
Zaim, Selim [3 ]
Delen, Dursun [4 ]
机构
[1] Ibn Haldun Univ, Sch Business, 2 Basaksehir, TR-34494 Istanbul, Turkey
[2] Marmara Univ, Fac Engn, Goztepe Kampusu, TR-34722 Istanbul, Turkey
[3] Istanbul Sehir Univ, Coll Engn & Nat Sci, TR-34865 Istanbul, Turkey
[4] Oklahoma State Univ, Spears Sch Business, Tulsa, OK 74106 USA
关键词
Big data analytics; Resource-based view; Dynamic capabilities; Multi-criteria decision-making; Firm performance; Emerging markets; INFORMATION-TECHNOLOGY CAPABILITY; DECISION-MAKING; BUSINESS ANALYTICS; NETWORK PROCESS; MEDIATING ROLE; ANP APPROACH; MANAGEMENT; SELECTION; DEMATEL; SYSTEM;
D O I
10.1016/j.jbusres.2020.03.028
中图分类号
F [经济];
学科分类号
02 ;
摘要
This study explores the interdependence of big data analytics (BDA) capabilities and the impact of these capabilities on firm performance using an integrated multicriteria decision-making (MCDM) methodology. Drawing on a rich data set obtained from selected case study firms in Pakistan, three MCDM tools, namely, intuitionistic fuzzy decision-making trial and evolution laboratory (IF-DEMATEL), analytic network process (ANP), and simple additive weighting (SAW), are employed to assess the relative importance of BDA capabilities and the relationship of these capabilities with the firm performance. The results show that BDA capabilities are interdependent, and infrastructure capabilities are the highest-ranked among all, followed by management and human resource capabilities, respectively. The SAW results indicate an association between BDA capabilities and firm performance. Moreover, BDA capabilities are more strongly related to operational performance than to market performance.
引用
收藏
页码:1 / 15
页数:15
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