Organizational performance and capabilities to analyze big data: do the ambidexterity and business value of big data analytics matter?

被引:37
|
作者
Aljumah, Ahmad Ibrahim [1 ]
Nuseir, Mohammed T. [2 ]
Alam, Md. Mahmudul [3 ]
机构
[1] Al Ain Univ, Coll Commun & Media, Abu Dhabi, U Arab Emirates
[2] Al Ain Univ, Coll Business, Abu Dhabi, U Arab Emirates
[3] Univ Utara Malaysia, Sch Econ Finance & Banking, Sintok, Kedah, Malaysia
关键词
Big data; Big data analytics; Organizational performance; Manufacturing industry; Ambidexterity; Business value of big data; UAE; FIRM PERFORMANCE; DYNAMIC CAPABILITIES; AGILITY; SERVICE; STRATEGY; SYSTEMS; MODEL;
D O I
10.1108/BPMJ-07-2020-0335
中图分类号
F [经济];
学科分类号
02 ;
摘要
Purpose The aim of the study is to examine the impact of the big data analytics capabilities (BDAC) on the organizational performance. The study also examines the mediating role of ambidexterity and the moderating role of business value of big data (BVBD) analytics in the relationship between the big data analytics capabilities and the organizational performance. Design/methodology/approach This study collected primary data based on a questionnaire survey among the large manufacturing firms operating in UAE. A total of 650 questionnaires were distributed among the manufacturing firms and 295 samples were used for final data analysis. The survey was conducted from September to November in 2019, and data were analyzed based on partial least squares structural equation modeling (PLS-SEM). Findings The big data analysis (BDA) scalability is supported by the findings on the performance of firm and its determinants such as system, value of business and quality of information. The roles of business value as a moderator and ambidexterity as mediator are found significant. The results reveal that there is a need for managers to consider the business value and quality dynamics as crucial strategic objectives to achieve high performance of the firm. Research limitations/implications The study has significant policy implication for practitioners and researchers for understanding the issues related to big data analytics. Originality/value This is an original study based on primary data from UAE manufacturing firms.
引用
收藏
页码:1088 / 1107
页数:20
相关论文
共 50 条
  • [21] Big Data Analytics: Impacting Business in Big Way
    Sharma, Neha
    Sawai, Deepali
    Surve, Ganesh
    2017 1ST IEEE INTERNATIONAL CONFERENCE ON DATA MANAGEMENT, ANALYTICS AND INNOVATION (ICDMAI), 2017, : 111 - 116
  • [22] Big data analytics and firm performance: Effects of dynamic capabilities
    Wamba, Samuel Fosso
    Gunasekaran, Angappa
    Akter, Shahriar
    Ren, Steven Ji-fan
    Dubey, Rameshwar
    Childe, Stephen J.
    JOURNAL OF BUSINESS RESEARCH, 2017, 70 : 356 - 365
  • [23] Big data and business analytics: A research agenda for realizing business value
    Mikalef, Patrick
    Pappas, Ilias O.
    Krogstie, John
    Pavlou, Paul A.
    INFORMATION & MANAGEMENT, 2020, 57 (01)
  • [24] Special Issue: Strategic Value of Big Data and Business Analytics
    Chiang, Roger H. L.
    Grover, Varun
    Liang, Ting-Peng
    Zhang, Dongsong
    JOURNAL OF MANAGEMENT INFORMATION SYSTEMS, 2018, 35 (02) : 383 - 387
  • [25] Assessing business value of Big Data Analytics in European firms
    Corte-Real, Nadine
    Oliveira, Tiago
    Ruivo, Pedro
    JOURNAL OF BUSINESS RESEARCH, 2017, 70 : 379 - 390
  • [26] Business Context in Big Data Analytics
    Loan Thi Ngoc Dinh
    Karmakar, Gour
    Kamruzzaman, Joarder
    Stranieri, Andrew
    2015 10TH INTERNATIONAL CONFERENCE ON INFORMATION, COMMUNICATIONS AND SIGNAL PROCESSING (ICICS), 2015,
  • [27] Analytics Toolkit for Business Big Data
    Liang, Fan
    Du, Weichang
    2016 IEEE INTERNATIONAL CONGRESS ON BIG DATA - BIGDATA CONGRESS 2016, 2016, : 109 - 116
  • [28] Big Data Analytics for Business Intelligence
    Liang, Ting-Peng
    Guo, Xitong
    Shen, Kathy
    EXPERT SYSTEMS WITH APPLICATIONS, 2018, 111 : 1 - 1
  • [29] Organizational business intelligence and decision making using big data analytics
    Niu, Yanfang
    Ying, Limeng
    Yang, Jie
    Bao, Mengqi
    Sivaparthipan, C. B.
    INFORMATION PROCESSING & MANAGEMENT, 2021, 58 (06)
  • [30] Organizational capabilities that enable big data and predictive analytics diffusion and organizational performance A resource-based perspective
    Mishra, Deepa
    Luo, Zongwei
    Hazen, Benjamin
    Hassini, Elkafi
    Foropon, Cyril
    MANAGEMENT DECISION, 2019, 57 (08) : 1734 - 1755