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Assimilation of Big Data Innovation: Investigating the Roles of IT, Social Media, and Relational Capital

Author

Listed:
  • Pratyush Bharati

    (University of Massachusetts)

  • Abhijit Chaudhury

    (Bryant University)

Abstract

In a knowledge-based economy with increasing competition, firms are under pressure to enhance their innovation capability. Social capital theory advances the idea that social capital promotes firm-level innovation. However, little is known about the process by which social capital of a firm translates into innovation outcomes such as implementation of big data initiatives. Little research has been done on what role information technology plays, if any, in this translation process. In this paper, we investigate how relational capital, a form of social capital, in the presence of social media and IT platforms, impacts innovation in the form of assimilation of big data technologies. The direct and indirect effects of the three variables: social media, relational capital and IT platform is studied. Direct effects of the three variables on big data innovation is established. Social media and IT platforms are found to significantly add to the positive relationship between relational capital and big data innovation.

Suggested Citation

  • Pratyush Bharati & Abhijit Chaudhury, 2019. "Assimilation of Big Data Innovation: Investigating the Roles of IT, Social Media, and Relational Capital," Information Systems Frontiers, Springer, vol. 21(6), pages 1357-1368, December.
    • Handle: RePEc:spr:infosf:v:21:y:2019:i:6:d:10.1007_s10796-018-9839-6
    DOI: 10.1007/s10796-018-9839-6
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    1. Fariborz Damanpour & Shanthi Gopalakrishnan, 2001. "The Dynamics of the Adoption of Product and Process Innovations in Organizations," Journal of Management Studies, Wiley Blackwell, vol. 38(1), pages 45-65, January.
    2. Fariborz Damanpour & Richard M. Walker & Claudia N. Avellaneda, 2009. "Combinative Effects of Innovation Types and Organizational Performance: A Longitudinal Study of Service Organizations," Journal of Management Studies, Wiley Blackwell, vol. 46(4), pages 650-675, June.
    3. Polder, Michael & Leeuwen, George van & Mohnen, Pierre & Raymond, Wladimir, 2010. "Product, process and organizational innovation: drivers, complementarity and productivity effects," MERIT Working Papers 2010-035, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    4. Sinan Aral & Chrysanthos Dellarocas & David Godes, 2013. "Introduction to the Special Issue ---Social Media and Business Transformation: A Framework for Research," Information Systems Research, INFORMS, vol. 24(1), pages 3-13, March.
    5. Erik Brynjolfsson & Lorin M. Hitt, 2000. "Beyond Computation: Information Technology, Organizational Transformation and Business Performance," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 23-48, Fall.
    6. 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.
    7. Ritu Agarwal & Vasant Dhar, 2014. "Editorial —Big Data, Data Science, and Analytics: The Opportunity and Challenge for IS Research," Information Systems Research, INFORMS, vol. 25(3), pages 443-448, September.
    8. Raymond Van Wijk & Justin J. P. Jansen & Marjorie A. Lyles, 2008. "Inter‐ and Intra‐Organizational Knowledge Transfer: A Meta‐Analytic Review and Assessment of its Antecedents and Consequences," Journal of Management Studies, Wiley Blackwell, vol. 45(4), pages 830-853, June.
    9. Frambach, Ruud T. & Schillewaert, Niels, 2002. "Organizational innovation adoption: a multi-level framework of determinants and opportunities for future research," Journal of Business Research, Elsevier, vol. 55(2), pages 163-176, February.
    10. Linda Argote & Ella Miron-Spektor, 2011. "Organizational Learning: From Experience to Knowledge," Organization Science, INFORMS, vol. 22(5), pages 1123-1137, October.
    11. Ann Bartel & Casey Ichniowski & Kathryn Shaw, 2007. "How Does Information Technology Affect Productivity? Plant-Level Comparisons of Product Innovation, Process Improvement, and Worker Skills," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1721-1758.
    12. Lefouili, Yassine, 2015. "Does competition spur innovation? The case of yardstick competition," Economics Letters, Elsevier, vol. 137(C), pages 135-139.
    13. P. Bharati & C. Zhang & A. Chaudhury, 2014. "Social media assimilation in firms: Investigating the roles of absorptive capacity and institutional pressures," Information Systems Frontiers, Springer, vol. 16(2), pages 257-272, April.
    14. Raymond De Bondt & Jan Vandekerckhove, 2012. "Reflections on the Relation Between Competition and Innovation," Journal of Industry, Competition and Trade, Springer, vol. 12(1), pages 7-19, March.
    15. Carrie R. Leana & Frits K. Pil, 2006. "Social Capital and Organizational Performance: Evidence from Urban Public Schools," Organization Science, INFORMS, vol. 17(3), pages 353-366, June.
    16. Jenny Meyer, 2010. "Does Social Software Support Service Innovation?," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 17(3), pages 289-311.
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    3. Li, Lixu & Liu, Yaoqi & Jin, Yong & Jiang, Nan & Cheng, T.C.Edwin, 2026. "Operational improvement in the digital era: Interplay between social capital and digital technology capabilities," Journal of Business Research, Elsevier, vol. 206(C).
    4. Jingfang Liu & Yafei Liu, 2022. "Exploring the User Interaction Network in an Anxiety Disorder Online Community: An Exponential Random Graph Model with Topical and Emotional Effects," IJERPH, MDPI, vol. 19(11), pages 1-13, May.
    5. 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.
    6. Carlos Ferreira & Alessandro Merendino & Maureen Meadows, 2023. "Disruption and Legitimacy: Big Data in Society," Information Systems Frontiers, Springer, vol. 25(3), pages 1081-1100, June.
    7. Shi Qiao & Qiankun Wang, 2021. "The Effect of Relational Capital on Organizational Performance in Supply Chain: The Mediating Role of Explicit and Tacit Knowledge Sharing," Sustainability, MDPI, vol. 13(19), pages 1-17, September.
    8. Amit K. Srivastava & Rajhans Mishra, 2023. "Analyzing Social Media Research: A Data Quality and Research Reproducibility Perspective," IIM Kozhikode Society & Management Review, , vol. 12(1), pages 39-49, January.
    9. Arora, Anshu Saxena & Sivakumar, K. & Pavlou, Paul A., 2021. "Social capacitance: Leveraging absorptive capacity in the age of social media," Journal of Business Research, Elsevier, vol. 124(C), pages 342-356.
    10. Denis Dennehy & Kieran Conboy & Jaganath Babu, 2023. "Adopting Learning Analytics to Inform Postgraduate Curriculum Design: Recommendations and Research Agenda," Information Systems Frontiers, Springer, vol. 25(4), pages 1315-1331, August.

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