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Big Data Capabilities and Firm’s Performance: A Mediating Role of Competitive Advantage

Author

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  • Muhammad Anwar

    (Faculty of Management Sciences, International Islamic University, Islamabad, Pakistan)

  • Sher Zaman Khan

    (University of Science and Technology, Beijing, China)

  • Syed Zulfiqar Ali Shah

    (Faculty of Management Sciences, International Islamic University, Islamabad, Pakistan)

Abstract

Big data (BD) capabilities have now grabbed the attention of strategic management researchers because of their significant role in firm’s performance and success. Nonetheless, very little empirical evidence has so far been put forward about the contribution of BD capabilities towards a firm performance and Competitive Advantage (CA). This research examines the impact of Big Data Technological Capabilities (BDTC) and Big Data Personal Capabilities (BDPC) on firms’ performance with a mediating role of CA among the firms operating in the world’s top emerging economy such as China. Data were collected through structured questionnaires using a sample size of 312 firms. The hypotheses were tested in AMOS.21 using Structural Equation Modelling (SEM). The results indicate that BDTC and BDPC have significant positive impact on firm performance and CA and there is also significant positive relationship between CA and firm performance. The study highlights that CA partially mediates the relationship between BDTC and firm performance as well as between BDPC and firm performance. Hence, BD-oriented firms achieve CA which in turn leads to superior performance in dynamic markets. This study discussed implications for managerial practices.

Suggested Citation

  • Muhammad Anwar & Sher Zaman Khan & Syed Zulfiqar Ali Shah, 2018. "Big Data Capabilities and Firm’s Performance: A Mediating Role of Competitive Advantage," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 17(04), pages 1-28, December.
    • Handle: RePEc:wsi:jikmxx:v:17:y:2018:i:04:n:s0219649218500454
    DOI: 10.1142/S0219649218500454
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    as
    1. Mikalef, Patrick & Pateli, Adamantia, 2017. "Information technology-enabled dynamic capabilities and their indirect effect on competitive performance: Findings from PLS-SEM and fsQCA," Journal of Business Research, Elsevier, vol. 70(C), pages 1-16.
    2. Alharthi, Abdulkhaliq & Krotov, Vlad & Bowman, Michael, 2017. "Addressing barriers to big data," Business Horizons, Elsevier, vol. 60(3), pages 285-292.
    3. Rossi, Cesare & Cricelli, Livio & Grimaldi, Michele & Greco, Marco, 2016. "The strategic assessment of intellectual capital assets: An application within Terradue Srl," Journal of Business Research, Elsevier, vol. 69(5), pages 1598-1603.
    4. Shahriar Akter & Samuel Fosso Wamba, 2016. "Big data analytics in E-commerce: a systematic review and agenda for future research," Electronic Markets, Springer;IIM University of St. Gallen, vol. 26(2), pages 173-194, May.
    5. Saeidi, Sayedeh Parastoo & Sofian, Saudah & Saeidi, Parvaneh & Saeidi, Sayyedeh Parisa & Saaeidi, Seyyed Alireza, 2015. "How does corporate social responsibility contribute to firm financial performance? The mediating role of competitive advantage, reputation, and customer satisfaction," Journal of Business Research, Elsevier, vol. 68(2), pages 341-350.
    6. Semrau, Thorsten & Ambos, Tina & Sascha Kraus,, 2016. "Entrepreneurial orientation and SME performance across societal cultures: An international study," Journal of Business Research, Elsevier, vol. 69(5), pages 1928-1932.
    7. Chandler, Gaylen N. & Hanks, Steven H., 1994. "Market attractiveness, resource-based capabilities, venture strategies, and venture performance," Journal of Business Venturing, Elsevier, vol. 9(4), pages 331-349, July.
    8. Shou, Zhigang & Chen, Jun & Zhu, Wenting & Yang, Lihua, 2014. "Firm capability and performance in China: The moderating role of guanxi and institutional forces in domestic and foreign contexts," Journal of Business Research, Elsevier, vol. 67(2), pages 77-82.
    9. Erevelles, Sunil & Fukawa, Nobuyuki & Swayne, Linda, 2016. "Big Data consumer analytics and the transformation of marketing," Journal of Business Research, Elsevier, vol. 69(2), pages 897-904.
    10. Peerayuth Charoensukmongkol, 2016. "The interconnections between bribery, political network, government supports, and their consequences on export performance of small and medium enterprises in Thailand [Las interconexiones entre sob," Journal of International Entrepreneurship, Springer, vol. 14(2), pages 259-276, June.
    11. Albert Danso & Samuel Adomako & John Ofori Damoah & Moshfique Uddin, 2016. "Risk-taking Propensity, Managerial Network Ties and Firm Performance in an Emerging Economy," Journal of Entrepreneurship and Innovation in Emerging Economies, Entrepreneurship Development Institute of India, vol. 25(2), pages 155-183, September.
    12. Côrte-Real, Nadine & Oliveira, Tiago & Ruivo, Pedro, 2017. "Assessing business value of Big Data Analytics in European firms," Journal of Business Research, Elsevier, vol. 70(C), pages 379-390.
    13. Prasanna Tambe, 2014. "Big Data Investment, Skills, and Firm Value," Management Science, INFORMS, vol. 60(6), pages 1452-1469, June.
    14. Salavou, Helen E. & Sergaki, Panagiota, 2013. "Generic Business Strategies in Greece: Private Food Firms versus Agricultural Cooperatives," Journal of Rural Cooperation, Hebrew University, Center for Agricultural Economic Research, vol. 41(1), pages 1-17.
    15. Kadochnikov, Sergey M. & Fedyunina, Anna A., 2017. "The impact of financial and human resources on the export performance of Russian firms," Economic Systems, Elsevier, vol. 41(1), pages 41-51.
    16. Janssen, Marijn & van der Voort, Haiko & Wahyudi, Agung, 2017. "Factors influencing big data decision-making quality," Journal of Business Research, Elsevier, vol. 70(C), pages 338-345.
    17. Muhammad Anwar, 2018. "BUSINESS MODEL INNOVATION AND SMEs PERFORMANCE — DOES COMPETITIVE ADVANTAGE MEDIATE?," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 22(07), pages 1-31, October.
    18. Ma, Xufei & Yao, Xiaotao & Xi, Youmin, 2009. "How do interorganizational and interpersonal networks affect a firm's strategic adaptive capability in a transition economy?," Journal of Business Research, Elsevier, vol. 62(11), pages 1087-1095, November.
    19. Akter, Shahriar & Wamba, Samuel Fosso & Gunasekaran, Angappa & Dubey, Rameshwar & Childe, Stephen J., 2016. "How to improve firm performance using big data analytics capability and business strategy alignment?," International Journal of Production Economics, Elsevier, vol. 182(C), pages 113-131.
    20. Braganza, Ashley & Brooks, Laurence & Nepelski, Daniel & Ali, Maged & Moro, Russ, 2017. "Resource management in big data initiatives: Processes and dynamic capabilities," Journal of Business Research, Elsevier, vol. 70(C), pages 328-337.
    21. Albena Pergelova & Fernando Angulo-Ruiz, 2014. "The impact of government financial support on the performance of new firms: the role of competitive advantage as an intermediate outcome," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 26(9-10), pages 663-705, December.
    22. Vincenzo Morabito, 2015. "Big Data and Analytics," Springer Books, Springer, edition 127, number 978-3-319-10665-6, December.
    23. Li, Julie Juan & Zhou, Kevin Zheng, 2010. "How foreign firms achieve competitive advantage in the Chinese emerging economy: Managerial ties and market orientation," Journal of Business Research, Elsevier, vol. 63(8), pages 856-862, August.
    24. Margaret A. Peteraf & Jay B. Barney, 2003. "Unraveling the resource-based tangle," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 24(4), pages 309-323.
    25. Laitinen, Erkki K., 2002. "A dynamic performance measurement system: evidence from small Finnish technology companies," Scandinavian Journal of Management, Elsevier, vol. 18(1), pages 65-99, March.
    26. Yiannis E. Spanos & Spyros Lioukas, 2001. "An examination into the causal logic of rent generation: contrasting Porter's competitive strategy framework and the resource‐based perspective," Strategic Management Journal, Wiley Blackwell, vol. 22(10), pages 907-934, October.
    27. Karl-Heinz Leitner & Stefan Güldenberg, 2010. "Generic strategies and firm performance in SMEs: a longitudinal study of Austrian SMEs," Small Business Economics, Springer, vol. 35(2), pages 169-189, September.
    28. Alan Gregory & Julie Whittaker & Xiaojuan Yan, 2016. "Corporate Social Performance, Competitive Advantage, Earnings Persistence and Firm Value," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 43(1-2), pages 3-30, January.
    29. Kenneth A. Bollen & Robert A. Stine, 1992. "Bootstrapping Goodness-of-Fit Measures in Structural Equation Models," Sociological Methods & Research, , vol. 21(2), pages 205-229, November.
    30. Gunasekaran, Angappa & Subramanian, Nachiappan & Papadopoulos, Thanos, 2017. "Information technology for competitive advantage within logistics and supply chains: A review," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 99(C), pages 14-33.
    31. Kuo, Szu-Yu & Lin, Pei-Chun & Lu, Chin-Shan, 2017. "The effects of dynamic capabilities, service capabilities, competitive advantage, and organizational performance in container shipping," Transportation Research Part A: Policy and Practice, Elsevier, vol. 95(C), pages 356-371.
    32. Dibrell, Clay & Craig, Justin B. & Neubaum, Donald O., 2014. "Linking the formal strategic planning process, planning flexibility, and innovativeness to firm performance," Journal of Business Research, Elsevier, vol. 67(9), pages 2000-2007.
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