IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i5p3948-d1076162.html
   My bibliography  Save this article

How to Leverage Big Data Analytic Capabilities for Innovation Ambidexterity: A Mediated Moderation Model

Author

Listed:
  • Suqin Liao

    (School of Management, Zhejiang University of Technology, Hangzhou 310000, China)

  • Qianying Hu

    (School of Management, Zhejiang University of Technology, Hangzhou 310000, China)

  • Jingjing Wei

    (School of Management, Zhejiang University of Technology, Hangzhou 310000, China)

Abstract

Building upon the knowledge-based dynamic capabilities view, this study seeks to examine how big data analytic capabilities can be leveraged to improve innovation ambidexterity by developing a mediated moderation framework. Survey data were collected from 199 Chinese big data companies to test our model. The results indicate that the dynamic decision-making capability mediates the relationship between big data analytic capabilities and innovation ambidexterity, and this mediating relationship is conditional on the moderator variable of cross-functional integration. This study enriches the literature about big data analytic capabilities and innovation ambidexterity by clarifying how big data analytic capabilities are positively related to innovation ambidexterity and uncovering the driver for pursuing innovation ambidexterity in a digital context. It also contributes to this line of research by revealing contingent factors to leverage big data analytic capabilities from the knowledge-based dynamic capabilities perspective.

Suggested Citation

  • Suqin Liao & Qianying Hu & Jingjing Wei, 2023. "How to Leverage Big Data Analytic Capabilities for Innovation Ambidexterity: A Mediated Moderation Model," Sustainability, MDPI, vol. 15(5), pages 1-19, February.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:5:p:3948-:d:1076162
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/5/3948/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/15/5/3948/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Keith M. Hmieleski & Andrew C. Corbett, 2006. "Proclivity for Improvisation as a Predictor of Entrepreneurial Intentions," Journal of Small Business Management, Taylor & Francis Journals, vol. 44(1), pages 45-63, January.
    2. Justin J. P. Jansen & Frans A. J. Van Den Bosch & Henk W. Volberda, 2006. "Exploratory Innovation, Exploitative Innovation, and Performance: Effects of Organizational Antecedents and Environmental Moderators," Management Science, INFORMS, vol. 52(11), pages 1661-1674, November.
    3. Sheng, Margaret L. & Saide, Saide, 2021. "Supply chain survivability in crisis times through a viable system perspective: Big data, knowledge ambidexterity, and the mediating role of virtual enterprise," Journal of Business Research, Elsevier, vol. 137(C), pages 567-578.
    4. Rialti, Riccardo & Zollo, Lamberto & Ferraris, Alberto & Alon, Ilan, 2019. "Big data analytics capabilities and performance: Evidence from a moderated multi-mediation model," Technological Forecasting and Social Change, Elsevier, vol. 149(C).
    5. Ayman wael AL-Khatib & Ahmed Shuhaiber, 2022. "Green Intellectual Capital and Green Supply Chain Performance: Does Big Data Analytics Capabilities Matter?," Sustainability, MDPI, vol. 14(16), pages 1-23, August.
    6. Armstrong, J. Scott & Overton, Terry S., 1977. "Estimating Nonresponse Bias in Mail Surveys," MPRA Paper 81694, University Library of Munich, Germany.
    7. Vaneet Kaur, 2019. "Knowledge-Based Dynamic Capabilities," Innovation, Technology, and Knowledge Management, Springer, number 978-3-030-21649-8, March.
    8. Ghasemaghaei, Maryam & Calic, Goran, 2019. "Does big data enhance firm innovation competency? The mediating role of data-driven insights," Journal of Business Research, Elsevier, vol. 104(C), pages 69-84.
    9. Amankwah-Amoah, Joseph & Adomako, Samuel, 2021. "The effects of knowledge integration and contextual ambidexterity on innovation in entrepreneurial ventures," Journal of Business Research, Elsevier, vol. 127(C), pages 312-321.
    10. Shamim, Saqib & Zeng, Jing & Shafi Choksy, Umair & Shariq, Syed Muhammad, 2020. "Connecting big data management capabilities with employee ambidexterity in Chinese multinational enterprises through the mediation of big data value creation at the employee level," International Business Review, Elsevier, vol. 29(6).
    11. Sidney G. Winter, 2003. "Understanding dynamic capabilities," Strategic Management Journal, Wiley Blackwell, vol. 24(10), pages 991-995, October.
    12. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    13. Behl, Abhishek & Gaur, Jighyasu & Pereira, Vijay & Yadav, Rambalak & Laker, Benjamin, 2022. "Role of big data analytics capabilities to improve sustainable competitive advantage of MSME service firms during COVID-19 – A multi-theoretical approach," Journal of Business Research, Elsevier, vol. 148(C), pages 378-389.
    14. Dew, Nicholas & Read, Stuart & Sarasvathy, Saras D. & Wiltbank, Robert, 2009. "Effectual versus predictive logics in entrepreneurial decision-making: Differences between experts and novices," Journal of Business Venturing, Elsevier, vol. 24(4), pages 287-309, July.
    15. David J Teece, 2014. "A dynamic capabilities-based entrepreneurial theory of the multinational enterprise," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 45(1), pages 8-37, January.
    16. David J. Teece, 2007. "Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1319-1350, December.
    17. Vaneet Kaur, 2019. "Knowledge-Based Dynamic Capabilities and Competitive Advantage – Data Analysis and Interpretations," Innovation, Technology, and Knowledge Management, in: Knowledge-Based Dynamic Capabilities, chapter 0, pages 145-208, Springer.
    18. Tan, Kim Hua & Zhan, YuanZhu & Ji, Guojun & Ye, Fei & Chang, Chingter, 2015. "Harvesting big data to enhance supply chain innovation capabilities: An analytic infrastructure based on deduction graph," International Journal of Production Economics, Elsevier, vol. 165(C), pages 223-233.
    19. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    20. Helena Yli‐Renko & Erkko Autio & Harry J. Sapienza, 2001. "Social capital, knowledge acquisition, and knowledge exploitation in young technology‐based firms," Strategic Management Journal, Wiley Blackwell, vol. 22(6‐7), pages 587-613, June.
    21. Xinshu Zhao & John G. Lynch & Qimei Chen, 2010. "Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(2), pages 197-206, August.
    22. Carayannopoulos, Sofy & Auster, Ellen R., 2010. "External knowledge sourcing in biotechnology through acquisition versus alliance: A KBV approach," Research Policy, Elsevier, vol. 39(2), pages 254-267, March.
    23. Yu, Wantao & Zhao, Gen & Liu, Qi & Song, Yongtao, 2021. "Role of big data analytics capability in developing integrated hospital supply chains and operational flexibility: An organizational information processing theory perspective," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    24. Craig, Justin B. & Dibrell, Clay & Garrett, Robert, 2014. "Examining relationships among family influence, family culture, flexible planning systems, innovativeness and firm performance," Journal of Family Business Strategy, Elsevier, vol. 5(3), pages 229-238.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ashrafi, Amir & Zareravasan, Ahad, 2022. "An ambidextrous approach on the business analytics-competitive advantage relationship: Exploring the moderating role of business analytics strategy," Technological Forecasting and Social Change, Elsevier, vol. 179(C).
    2. von den Driesch, Till & Eva Susanne da Costa, Maika & Christina Flatten, Tessa & Brettel, Malte, 2015. "How CEO experience, personality, and network affect firms' dynamic capabilities," European Management Journal, Elsevier, vol. 33(4), pages 245-256.
    3. Pinho, José Carlos & Prange, Christiane, 2016. "The effect of social networks and dynamic internationalization capabilities on international performance," Journal of World Business, Elsevier, vol. 51(3), pages 391-403.
    4. Monferrer, Diego & Moliner, Miguel Ángel & Irún, Beatriz & Estrada, Marta, 2021. "Network market and entrepreneurial orientations as facilitators of international performance in born globals. The mediating role of ambidextrous dynamic capabilities," Journal of Business Research, Elsevier, vol. 137(C), pages 430-443.
    5. Ferreira, Jorge & Coelho, Arnaldo & Moutinho, Luiz, 2020. "Dynamic capabilities, creativity and innovation capability and their impact on competitive advantage and firm performance: The moderating role of entrepreneurial orientation," Technovation, Elsevier, vol. 92.
    6. Lee, Neil Chueh-An, 2021. "Reconciling integration and reconfiguration management approaches in the supply chain," International Journal of Production Economics, Elsevier, vol. 242(C).
    7. Zhang-Zhang, YingYing & Rohlfer, Sylvia & Varma, Arup, 2022. "Strategic people management in contemporary highly dynamic VUCA contexts: A knowledge worker perspective," Journal of Business Research, Elsevier, vol. 144(C), pages 587-598.
    8. Dildar Hussain & Marijana Sreckovic & Josef Windsperger, 2018. "An organizational capability perspective on multi-unit franchising," Small Business Economics, Springer, vol. 50(4), pages 717-727, April.
    9. Verreynne, Martie-Louise & Hine, Damian & Coote, Len & Parker, Rachel, 2016. "Building a scale for dynamic learning capabilities: The role of resources, learning, competitive intent and routine patterning," Journal of Business Research, Elsevier, vol. 69(10), pages 4287-4303.
    10. Lin Song & Li Jing, 0. "Strategic orientation and performance of new ventures: empirical studies based on entrepreneurial activities in China," International Entrepreneurship and Management Journal, Springer, vol. 0, pages 1-24.
    11. Justin J. P. Jansen & Michiel P. Tempelaar & Frans A. J. van den Bosch & Henk W. Volberda, 2009. "Structural Differentiation and Ambidexterity: The Mediating Role of Integration Mechanisms," Organization Science, INFORMS, vol. 20(4), pages 797-811, August.
    12. Lin Song & Li Jing, 2017. "Strategic orientation and performance of new ventures: empirical studies based on entrepreneurial activities in China," International Entrepreneurship and Management Journal, Springer, vol. 13(4), pages 989-1012, December.
    13. Osama Musa Ali Al-Darras & Cem Tanova, 2022. "From Big Data Analytics to Organizational Agility: What Is the Mechanism?," SAGE Open, , vol. 12(2), pages 21582440221, June.
    14. Nadia Zahoor & Yong Kyu Lew, 2022. "Sustaining superior international performance: Strategic orientations and dynamic capability of environmentally concerned small‐ and medium‐sized enterprises," Business Strategy and the Environment, Wiley Blackwell, vol. 31(3), pages 1002-1017, March.
    15. Vrontis, Demetris & Basile, Gianpaolo & Simona Andreano, M. & Mazzitelli, Andrea & Papasolomou, Ioanna, 2020. "The profile of innovation driven Italian SMEs and the relationship between the firms’ networking abilities and dynamic capabilities," Journal of Business Research, Elsevier, vol. 114(C), pages 313-324.
    16. Ritu Singh & Parikshit Charan & Manojit Chattopadhyay, 2019. "Dynamic capabilities and responsiveness: moderating effect of organization structures and environmental dynamism," DECISION: Official Journal of the Indian Institute of Management Calcutta, Springer;Indian Institute of Management Calcutta, vol. 46(4), pages 301-319, December.
    17. Liu, Ting & Li, Xizhuo, 2022. "How Do MNCs Conduct Local Technological Innovation in a Host Country? An Examination From Subsidiaries' Perspective," Journal of International Management, Elsevier, vol. 28(3).
    18. Darshana Mudalige & Noor Azizi Ismail & Marlin Abdul Malek, 2019. "Exploring the Role of Individual Level and Firm Level Dynamic Capabilities in SMEs’ Internationalization," Journal of International Entrepreneurship, Springer, vol. 17(1), pages 41-74, March.
    19. Jorge Ferreira & Sofia Cardim & Arnaldo Coelho, 2021. "Dynamic Capabilities and Mediating Effects of Innovation on the Competitive Advantage and Firm’s Performance: the Moderating Role of Organizational Learning Capability," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(2), pages 620-644, June.
    20. Yuan, Chun & Xue, Doudou & He, Xin, 2021. "A balancing strategy for ambidextrous learning, dynamic capabilities, and business model design, the opposite moderating effects of environmental dynamism," Technovation, Elsevier, vol. 103(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:15:y:2023:i:5:p:3948-:d:1076162. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.