IDEAS home Printed from https://ideas.repec.org/a/bla/bstrat/v32y2023i8p5702-5720.html
   My bibliography  Save this article

Big Data capability and sustainability oriented innovation: The mediating role of intellectual capital

Author

Listed:
  • Nan Wang
  • Wenxuan Xie
  • Yalan Huang
  • Zhenzhong Ma

Abstract

The past decade has seen the rapid emergence of research on Big Data and its implications in our society, yet research on its impact on organizations' sustainability challenges is still at an early stage. Based on the organizational learning theory, we develop a framework to investigate the effects of Big Data capability (BDC) and further intellectual capital on a firm's sustainability‐oriented innovation performance (SIP). Using a multi‐source data collected from 358 Chinese firms, we tested our proposed hypotheses using the partial least squares‐structural equation modeling (PLS‐SEM) and the fuzzy‐set qualitative comparative analysis (fsQCA). The results show that BDC is positively related to SIP and economic innovation performance (EIP), mediated by intellectual capital. The fsQCA results further reveal that three configurative combinations, that is, “external capability‐internal resource promotion,” “external capability and relationship building help,” and “external relationship collaboration compensation,” can lead to high SIP. This study provides new insights for firms to develop sustainability‐oriented innovation and to coordinate sustainability innovation and economic innovation practices in order to create balanced outcomes.

Suggested Citation

  • Nan Wang & Wenxuan Xie & Yalan Huang & Zhenzhong Ma, 2023. "Big Data capability and sustainability oriented innovation: The mediating role of intellectual capital," Business Strategy and the Environment, Wiley Blackwell, vol. 32(8), pages 5702-5720, December.
    • Handle: RePEc:bla:bstrat:v:32:y:2023:i:8:p:5702-5720
    DOI: 10.1002/bse.3444
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/bse.3444
    Download Restriction: no
    File URL: https://libkey.io/10.1002/bse.3444?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Mohsin Malik & Hadi Ghaderi & Amir Andargoli, 2021. "A resource orchestration view of supply chain traceability and transparency bundles for competitive advantage," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 3866-3881, December.
    2. Côrte-Real, Nadine & Ruivo, Pedro & Oliveira, Tiago & Popovič, Aleš, 2019. "Unlocking the drivers of big data analytics value in firms," Journal of Business Research, Elsevier, vol. 97(C), pages 160-173.
    3. Ravi Srinivasan & Morgan Swink, 2018. "An Investigation of Visibility and Flexibility as Complements to Supply Chain Analytics: An Organizational Information Processing Theory Perspective," Production and Operations Management, Production and Operations Management Society, vol. 27(10), pages 1849-1867, October.
    4. Wamba, Samuel Fosso & Gunasekaran, Angappa & Akter, Shahriar & Ren, Steven Ji-fan & Dubey, Rameshwar & Childe, Stephen J., 2017. "Big data analytics and firm performance: Effects of dynamic capabilities," Journal of Business Research, Elsevier, vol. 70(C), pages 356-365.
    5. Seyedesmaeil Mousavi & Bart Bossink & Mario van Vliet, 2019. "Microfoundations of companies' dynamic capabilities for environmentally sustainable innovation: Case study insights from high‐tech innovation in science‐based companies," Business Strategy and the Environment, Wiley Blackwell, vol. 28(2), pages 366-387, February.
    6. George P. Huber, 1991. "Organizational Learning: The Contributing Processes and the Literatures," Organization Science, INFORMS, vol. 2(1), pages 88-115, February.
    7. El-Haddadeh, Ramzi & Osmani, Mohamad & Hindi, Nitham & Fadlalla, Adam, 2021. "Value creation for realising the sustainable development goals: Fostering organisational adoption of big data analytics," Journal of Business Research, Elsevier, vol. 131(C), pages 402-410.
    8. Chao Hung Wang & Wei‐Jr Juo, 2021. "An environmental policy of green intellectual capital: Green innovation strategy for performance sustainability," Business Strategy and the Environment, Wiley Blackwell, vol. 30(7), pages 3241-3254, November.
    9. 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.
    10. Zhu, Suning & Dong, Tianxi & Luo, Xin (Robert), 2021. "A longitudinal study of the actual value of big data and analytics: The role of industry environment," International Journal of Information Management, Elsevier, vol. 60(C).
    11. Li, Lei & Lin, Jiabao & Ouyang, Ye & Luo, Xin (Robert), 2022. "Evaluating the impact of big data analytics usage on the decision-making quality of organizations," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    12. Chiara Pellegrini & Eleonora Annunziata & Francesco Rizzi & Marco Frey, 2019. "The role of networks and sustainable intrapreneurship as interactive drivers catalyzing the adoption of sustainable innovation," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 26(5), pages 1026-1048, September.
    13. Andreeva, Tatiana & Garanina, Tatiana & Sáenz, Josune & Aramburu, Nekane & Kianto, Aino, 2021. "Does country environment matter in the relationship between intellectual capital and innovation performance?," Journal of Business Research, Elsevier, vol. 136(C), pages 263-273.
    14. Lin, Canchu & Kunnathur, Anand, 2019. "Strategic orientations, developmental culture, and big data capability," Journal of Business Research, Elsevier, vol. 105(C), pages 49-60.
    15. Sung‐Choon Kang & Scott A. Snell, 2009. "Intellectual Capital Architectures and Ambidextrous Learning: A Framework for Human Resource Management," Journal of Management Studies, Wiley Blackwell, vol. 46(1), pages 65-92, January.
    16. Singh, Sanjay Kumar & Chen, Jin & Del Giudice, Manlio & El-Kassar, Abdul-Nasser, 2019. "Environmental ethics, environmental performance, and competitive advantage: Role of environmental training," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 203-211.
    17. Nambisan, Satish & Wright, Mike & Feldman, Maryann, 2019. "The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    18. Kevin Zheng Zhou & Fang Wu, 2010. "Technological capability, strategic flexibility, and product innovation," Strategic Management Journal, Wiley Blackwell, vol. 31(5), pages 547-561, May.
    19. AlNuaimi, Bader Khamis & Khan, Mehmood & Ajmal, Mian M., 2021. "The role of big data analytics capabilities in greening e-procurement: A higher order PLS-SEM analysis," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
    20. Calic, Goran & Ghasemaghaei, Maryam, 2021. "Big data for social benefits: Innovation as a mediator of the relationship between big data and corporate social performance," Journal of Business Research, Elsevier, vol. 131(C), pages 391-401.
    21. Valentina Cillo & Antonio Messeni Petruzzelli & Lorenzo Ardito & Manlio Del Giudice, 2019. "Understanding sustainable innovation: A systematic literature review," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 26(5), pages 1012-1025, September.
    22. MacKenzie, Scott B. & Podsakoff, Philip M., 2012. "Common Method Bias in Marketing: Causes, Mechanisms, and Procedural Remedies," Journal of Retailing, Elsevier, vol. 88(4), pages 542-555.
    23. Rodríguez-Espíndola, Oscar & Cuevas-Romo, Ana & Chowdhury, Soumyadeb & Díaz-Acevedo, Natalie & Albores, Pavel & Despoudi, Stella & Malesios, Chrisovalantis & Dey, Prasanta, 2022. "The role of circular economy principles and sustainable-oriented innovation to enhance social, economic and environmental performance: Evidence from Mexican SMEs," International Journal of Production Economics, Elsevier, vol. 248(C).
    24. Annachiara Longoni & Raffaella Cagliano, 2018. "Sustainable Innovativeness and the Triple Bottom Line: The Role of Organizational Time Perspective," Journal of Business Ethics, Springer, vol. 151(4), pages 1097-1120, September.
    25. Nan Wang & Mingdi Xiao & Ivan Savin, 2021. "Complementarity effect in the innovation strategy: internal R&D and acquisition of capital with embodied technology," The Journal of Technology Transfer, Springer, vol. 46(2), pages 459-482, April.
    26. Ghasemaghaei, Maryam, 2020. "The role of positive and negative valence factors on the impact of bigness of data on big data analytics usage," International Journal of Information Management, Elsevier, vol. 50(C), pages 395-404.
    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. Oesterreich, Thuy Duong & Anton, Eduard & Teuteberg, Frank & Dwivedi, Yogesh K, 2022. "The role of the social and technical factors in creating business value from big data analytics: A meta-analysis," Journal of Business Research, Elsevier, vol. 153(C), pages 128-149.
    2. Md Ahsan Uddin Murad & Dilek Cetindamar & Subrata Chakraborty, 2022. "Identifying the Key Big Data Analytics Capabilities in Bangladesh’s Healthcare Sector," Sustainability, MDPI, vol. 14(12), pages 1-21, June.
    3. Manis, K.T. & Madhavaram, Sreedhar, 2023. "AI-Enabled marketing capabilities and the hierarchy of capabilities: Conceptualization, proposition development, and research avenues," Journal of Business Research, Elsevier, vol. 157(C).
    4. Morimura, Fumikazu & Sakagawa, Yuji, 2023. "The intermediating role of big data analytics capability between responsive and proactive market orientations and firm performance in the retail industry," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    5. Lorenzo Ardito & Javier Carrillo‐Hermosilla & Pablo del Río & Pierpaolo Pontrandolfo, 2019. "Sustainable innovation: Processes, strategies, and outcomes," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 26(5), pages 1009-1011, September.
    6. Showimy Aldossari & Umi Asma’ Mokhtar & Ahmad Tarmizi Abdul Ghani, 2023. "Factor Influencing the Adoption of Big Data Analytics: A Systematic Literature and Experts Review," SAGE Open, , vol. 13(4), pages 21582440231, December.
    7. Huynh, Minh-Tay & Nippa, Michael & Aichner, Thomas, 2023. "Big data analytics capabilities: Patchwork or progress? A systematic review of the status quo and implications for future research," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    8. Kim, Jaemin & Dibrell, Clay & Kraft, Ellen & Marshall, David, 2021. "Data analytics and performance: The moderating role of intuition-based HR management in major league baseball," Journal of Business Research, Elsevier, vol. 122(C), pages 204-216.
    9. Kirti Nayal & Rakesh D. Raut & Vinay Surendra Yadav & Pragati Priyadarshinee & Balkrishna E. Narkhede, 2022. "The impact of sustainable development strategy on sustainable supply chain firm performance in the digital transformation era," Business Strategy and the Environment, Wiley Blackwell, vol. 31(3), pages 845-859, March.
    10. Nayak, Bishwajit & Bhattacharyya, Som Sekhar & Krishnamoorthy, Bala, 2022. "Exploring the black box of competitive advantage – An integrated bibliometric and chronological literature review approach," Journal of Business Research, Elsevier, vol. 139(C), pages 964-982.
    11. Njoroge Paul Thumbi & Bula Hannah & Wanyoike Rosemarie, 2021. "Moderating Effect of Organizational Culture on the Relationship between Organizational Learning and Employees’ Performance in Classified Hospitality Firms in Kenya," International Journal of Business and Management, Canadian Center of Science and Education, vol. 15(12), pages 1-51, July.
    12. Ragmoun Wided, 2023. "IT Capabilities, Strategic Flexibility and Organizational Resilience in SMEs Post-COVID-19: A Mediating and Moderating Role of Big Data Analytics Capabilities," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 24(1), pages 123-142, March.
    13. Morteza Ghobakhloo & Mohammad Iranmanesh & Andrius Grybauskas & Mantas Vilkas & Monika Petraitė, 2021. "Industry 4.0, innovation, and sustainable development: A systematic review and a roadmap to sustainable innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 4237-4257, December.
    14. Dignity Paradza & Olawande Daramola, 2021. "Business Intelligence and Business Value in Organisations: A Systematic Literature Review," Sustainability, MDPI, vol. 13(20), pages 1-27, October.
    15. Di Vaio, Assunta & Hassan, Rohail & Alavoine, Claude, 2022. "Data intelligence and analytics: A bibliometric analysis of human–Artificial intelligence in public sector decision-making effectiveness," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    16. Ciampi, Francesco & Demi, Stefano & Magrini, Alessandro & Marzi, Giacomo & Papa, Armando, 2021. "Exploring the impact of big data analytics capabilities on business model innovation: The mediating role of entrepreneurial orientation," Journal of Business Research, Elsevier, vol. 123(C), pages 1-13.
    17. 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).
    18. Nudurupati, Sai Sudhakar & Budhwar, Pawan & Pappu, Raja Phani & Chowdhury, Soumyadeb & Kondala, Mukesh & Chakraborty, Ayon & Ghosh, Sadhan Kumar, 2022. "Transforming sustainability of Indian small and medium-sized enterprises through circular economy adoption," Journal of Business Research, Elsevier, vol. 149(C), pages 250-269.
    19. Bag, Surajit & Rahman, Muhammad Sabbir & Srivastava, Gautam & Shore, Adam & Ram, Pratibha, 2023. "Examining the role of virtue ethics and big data in enhancing viable, sustainable, and digital supply chain performance," Technological Forecasting and Social Change, Elsevier, vol. 186(PB).
    20. de Camargo Fiorini, Paula & Roman Pais Seles, Bruno Michel & Chiappetta Jabbour, Charbel Jose & Barberio Mariano, Enzo & de Sousa Jabbour, Ana Beatriz Lopes, 2018. "Management theory and big data literature: From a review to a research agenda," International Journal of Information Management, Elsevier, vol. 43(C), pages 112-129.

    More about this item

    Statistics

    Access and download statistics

    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:bla:bstrat:v:32:y:2023:i:8:p:5702-5720. 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: Wiley Content Delivery (email available below). General contact details of provider: http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1099-0836 .

    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.