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Published in: Information Systems Frontiers 6/2019

06-03-2018

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

Authors: Pratyush Bharati, Abhijit Chaudhury

Published in: Information Systems Frontiers | Issue 6/2019

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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.

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Literature
go back to reference Abrahams, A. S., Jiao, J., Wang, G. A., & Fan, W. (2012). Vehicle defect discovery from social media. Decision Support Systems, 54(1), 87–97. Abrahams, A. S., Jiao, J., Wang, G. A., & Fan, W. (2012). Vehicle defect discovery from social media. Decision Support Systems, 54(1), 87–97.
go back to reference Afuah, A. (1998). Innovation management: Strategies, implementation and profits. New York: Oxford University Press. Afuah, A. (1998). Innovation management: Strategies, implementation and profits. New York: Oxford University Press.
go back to reference Agarwal, R., & Dhar, V. (2014). Big data, data science, and analytics: The opportunity and challenge for IS research. Information Systems Research, 25(3), 443–448. Agarwal, R., & Dhar, V. (2014). Big data, data science, and analytics: The opportunity and challenge for IS research. Information Systems Research, 25(3), 443–448.
go back to reference Aral, S., Dellarocas, C., & Godes, D. (2013). Social media and business transformation: A framework for research. Information Systems Research, 24(1), 3–13. Aral, S., Dellarocas, C., & Godes, D. (2013). Social media and business transformation: A framework for research. Information Systems Research, 24(1), 3–13.
go back to reference Argote, L., & Miron-Spektor, E. (2011). Organizational learning: From experience to learning. Organization Science, 22(5), 1123–1137. Argote, L., & Miron-Spektor, E. (2011). Organizational learning: From experience to learning. Organization Science, 22(5), 1123–1137.
go back to reference Argyris, C., & Schon, D. (1978). Organizational learning: A theory of action approach. Reading: Addision Wesley. Argyris, C., & Schon, D. (1978). Organizational learning: A theory of action approach. Reading: Addision Wesley.
go back to reference Ashurst, C. (2007). Realising benefits from IS/IT: Exploring the practices and competences required to succeed. PhD thesis. Loughborough University. Ashurst, C. (2007). Realising benefits from IS/IT: Exploring the practices and competences required to succeed. PhD thesis. Loughborough University.
go back to reference Baehr, C., & Alex-Brown, K. (2010). Assessing the value of corporate blogs: A social capital perspective. IEEE Transactions on Professional Communication, 53(4), 358–369. Baehr, C., & Alex-Brown, K. (2010). Assessing the value of corporate blogs: A social capital perspective. IEEE Transactions on Professional Communication, 53(4), 358–369.
go back to reference Bartel, A., Casey, I., & Shaw, K. (2007). How does information technology affect productivity? Plant-level comparisons of product innovation, process improvement, and worker skills. Quarterly Journal of Economics, 122(4), 1721–1758. Bartel, A., Casey, I., & Shaw, K. (2007). How does information technology affect productivity? Plant-level comparisons of product innovation, process improvement, and worker skills. Quarterly Journal of Economics, 122(4), 1721–1758.
go back to reference Basten, D., & Michalik, B. (2015). How knowledge management systems support organizational knowledge creation – An indepth case study. 48th Hawaii international conference on system sciences, 2015. Basten, D., & Michalik, B. (2015). How knowledge management systems support organizational knowledge creation – An indepth case study. 48th Hawaii international conference on system sciences, 2015.
go back to reference Bharati, P. (2017). Themed book review: Big data and social media analytics. Interfaces, 47(3). Bharati, P. (2017). Themed book review: Big data and social media analytics. Interfaces, 47(3).
go back to reference Bharati, P., Zhang, C., & Chaudhury, A. (2014). Social media assimilation in firms: Investigating the roles of absorptive capacity and institutional pressures. Information Systems Frontiers, 16(2), 257–272. Bharati, P., Zhang, C., & Chaudhury, A. (2014). Social media assimilation in firms: Investigating the roles of absorptive capacity and institutional pressures. Information Systems Frontiers, 16(2), 257–272.
go back to reference Bharati, P., Zhang, W., & Chaudhury, A. (2015). Better knowledge with social media? Exploring the roles of social capital and organizational knowledge management. Journal of Knowledge Management, 19(3), 456–475. Bharati, P., Zhang, W., & Chaudhury, A. (2015). Better knowledge with social media? Exploring the roles of social capital and organizational knowledge management. Journal of Knowledge Management, 19(3), 456–475.
go back to reference Brynjolfsson, E., Hitt, L., & M. (2000). Beyond computation: Information technology, organizational transformation and business performance. Journal of Economic Perspectives, 14(4), 23–48. Brynjolfsson, E., Hitt, L., & M. (2000). Beyond computation: Information technology, organizational transformation and business performance. Journal of Economic Perspectives, 14(4), 23–48.
go back to reference Chen, C. L. P., & Zhang, C.-Y. (2014). Data-intensive applications, challenges, techniques and technologies: A survey on big data. Information Sciences, 275, 314–347. Chen, C. L. P., & Zhang, C.-Y. (2014). Data-intensive applications, challenges, techniques and technologies: A survey on big data. Information Sciences, 275, 314–347.
go back to reference Chin, W. W. (1998) “The partial least squares approach to structural equation modeling”. In G.A. Marcoulides (ed.) Modern Methods for Business Research. Lawrence Erlbaum Associates, Inc. Publishers, 295-336, Mahwah. Chin, W. W. (1998) “The partial least squares approach to structural equation modeling”. In G.A. Marcoulides (ed.) Modern Methods for Business Research. Lawrence Erlbaum Associates, Inc. Publishers, 295-336, Mahwah.
go back to reference Cohen, W. M., & Levinthal, D. A. (1990). Absorptive Capacity: A New Perspective on Learning and Innovation. Administrative Science Quarterly, 35(1), 128–152 Special Issue: Technology, Organizations, and Innovation. Cohen, W. M., & Levinthal, D. A. (1990). Absorptive Capacity: A New Perspective on Learning and Innovation. Administrative Science Quarterly, 35(1), 128–152 Special Issue: Technology, Organizations, and Innovation.
go back to reference Cross, R. L., Parker, A., & Cross, R. (2004). The hidden power of social networks: Understanding how work really gets done in organization. Boston: Harvard Business Press. Cross, R. L., Parker, A., & Cross, R. (2004). The hidden power of social networks: Understanding how work really gets done in organization. Boston: Harvard Business Press.
go back to reference Damanpour, F., & Evan, W. (1984). Organisational innovation and performance: The problem of ‘organisational lag. Administrative Science Quarterly, 29(3), 392–409. Damanpour, F., & Evan, W. (1984). Organisational innovation and performance: The problem of ‘organisational lag. Administrative Science Quarterly, 29(3), 392–409.
go back to reference Damanpour, F., & Gopalakrishnan, S. (2001). The dynamics of the adoption of product and process innovations in organizations. Journal of Management Studies, 38(1), 45–65. Damanpour, F., & Gopalakrishnan, S. (2001). The dynamics of the adoption of product and process innovations in organizations. Journal of Management Studies, 38(1), 45–65.
go back to reference Damanpour, F., Walker, R. M., & Avellaneda, C. N. (2009). Combinative effects of innovation types and organizational performance: A longitudinal study of service organizations. Journal of Management Studies, 46(4), 650–672. Damanpour, F., Walker, R. M., & Avellaneda, C. N. (2009). Combinative effects of innovation types and organizational performance: A longitudinal study of service organizations. Journal of Management Studies, 46(4), 650–672.
go back to reference De Bondt, R., & Vandekerckhove, J. (2012). Reflections on the relation between competition and innovation. Journal of Industry, Competition and Trade, 12(1), 7–19. De Bondt, R., & Vandekerckhove, J. (2012). Reflections on the relation between competition and innovation. Journal of Industry, Competition and Trade, 12(1), 7–19.
go back to reference Dess, G. G., & Picken, J. C. (2000). Changing roles: Leadership in the 21st century. Organizational Dynamics, 28(3), 18–34. Dess, G. G., & Picken, J. C. (2000). Changing roles: Leadership in the 21st century. Organizational Dynamics, 28(3), 18–34.
go back to reference Dyer, J., & Singh, H. (1998). The relational view: Cooperative strategy and sources of interorganizational competitive advantage. Academy of Management Review, 23(4), 660–679. Dyer, J., & Singh, H. (1998). The relational view: Cooperative strategy and sources of interorganizational competitive advantage. Academy of Management Review, 23(4), 660–679.
go back to reference Ettlie, J. E., & Pavlou, P. A. (2006). Technology-based new product development partnerships. Decision Sciences, 37(2), 117–147. Ettlie, J. E., & Pavlou, P. A. (2006). Technology-based new product development partnerships. Decision Sciences, 37(2), 117–147.
go back to reference Fichman, R. (1995). The assimilation and diffusion of software process initiative. MIT, Sloan School of Management, Cambridge: PhD Dissertation. Fichman, R. (1995). The assimilation and diffusion of software process initiative. MIT, Sloan School of Management, Cambridge: PhD Dissertation.
go back to reference Fichman, R. G. (2001). The role of aggregation in the measurement of IT-related organizational innovation. MIS Quarterly, 25(4), 427–455. Fichman, R. G. (2001). The role of aggregation in the measurement of IT-related organizational innovation. MIS Quarterly, 25(4), 427–455.
go back to reference Frambacha, R. T., & Schillewaertb, N. (2002). Organizational innovation adoption: A multi-level framework of determinants and opportunities for future research. Journal of Business Research, 55(2), 163–176. Frambacha, R. T., & Schillewaertb, N. (2002). Organizational innovation adoption: A multi-level framework of determinants and opportunities for future research. Journal of Business Research, 55(2), 163–176.
go back to reference Gujrati, D. N. (2003). Basic econometrics. New York: McGraw-Hill. Gujrati, D. N. (2003). Basic econometrics. New York: McGraw-Hill.
go back to reference Guttman, L. (1947). On Festinger's evaluation of scale analysis. Psychological Bulletin, 44, 451–465. Guttman, L. (1947). On Festinger's evaluation of scale analysis. Psychological Bulletin, 44, 451–465.
go back to reference Henseler, J., Ringle, C., & Sinkovics, R. (2009). The use of partial least squares path modeling in international marketing. Advances in International Marketing, 20, 277–320. Henseler, J., Ringle, C., & Sinkovics, R. (2009). The use of partial least squares path modeling in international marketing. Advances in International Marketing, 20, 277–320.
go back to reference Inkpen, A. C., & Tsang, E. W. K. (2005). Social capital, networks, and knowledge transfer. Academy of Management Review, 30(1), 146–165. Inkpen, A. C., & Tsang, E. W. K. (2005). Social capital, networks, and knowledge transfer. Academy of Management Review, 30(1), 146–165.
go back to reference Karanja, E., & Bhatt, G. D. (2014). The role of IT Investments in Fostering Firm Innovations: An empirical study. Journal of Business and Management, 20(2), 25. Karanja, E., & Bhatt, G. D. (2014). The role of IT Investments in Fostering Firm Innovations: An empirical study. Journal of Business and Management, 20(2), 25.
go back to reference Kim, G.-H., Trimi, S., & Chung, J.-H. (2014). Big-data applications in the government sector. Communications of the ACM, 57(3), 78–85. Kim, G.-H., Trimi, S., & Chung, J.-H. (2014). Big-data applications in the government sector. Communications of the ACM, 57(3), 78–85.
go back to reference Leana, C. R., & Pil, F. K. (2006). Social capital and organizational performance: Evidence from urban public schools. Organization Science, 17(3), 353–366. Leana, C. R., & Pil, F. K. (2006). Social capital and organizational performance: Evidence from urban public schools. Organization Science, 17(3), 353–366.
go back to reference Lefouili, Y. (2015). Does competition spur innovation? The case of yardstick competition. Economics Letters, 137, 135–139. Lefouili, Y. (2015). Does competition spur innovation? The case of yardstick competition. Economics Letters, 137, 135–139.
go back to reference Levy, M. (2009). WEB 2.0 implications on knowledge management. Journal of Knowledge Management, 13(1), 120–134. Levy, M. (2009). WEB 2.0 implications on knowledge management. Journal of Knowledge Management, 13(1), 120–134.
go back to reference Li, Yaojin, (2014) Social capital in sociological research: Conceptual rigor and empirical applications. In Yaojin Li (ed) Social Capital: Handbook of Research Methods and Applications, Edward Elgar Publishing, Northampton, 1–21. Li, Yaojin, (2014) Social capital in sociological research: Conceptual rigor and empirical applications. In Yaojin Li (ed) Social Capital: Handbook of Research Methods and Applications, Edward Elgar Publishing, Northampton, 1–21.
go back to reference Liang, H., Saraf, N., Hu, Q., & Xue, Y. (2007). Assimilation of Enterprise systems: The effect of institutional pressures and the mediating role of top management. MIS Quarterly, 31(1), 59–87. Liang, H., Saraf, N., Hu, Q., & Xue, Y. (2007). Assimilation of Enterprise systems: The effect of institutional pressures and the mediating role of top management. MIS Quarterly, 31(1), 59–87.
go back to reference Malhotra, A., Gosain, S., & El Sawy, O. A. (2005). Absorptive capability configurations in supply chains: Gearing for partner-enabled market knowledge creation. MIS Quarterly, 29(1), 145–187. Malhotra, A., Gosain, S., & El Sawy, O. A. (2005). Absorptive capability configurations in supply chains: Gearing for partner-enabled market knowledge creation. MIS Quarterly, 29(1), 145–187.
go back to reference Maurer, I., Bartsch, V., & Ebers, M. (2011). The value of intra-organizational social capital: How it fosters knowledge transfer, innovation, performance and growth. Organization Studies, 32(2), 157–185. Maurer, I., Bartsch, V., & Ebers, M. (2011). The value of intra-organizational social capital: How it fosters knowledge transfer, innovation, performance and growth. Organization Studies, 32(2), 157–185.
go back to reference McAfee, A. (2006). Enterprise 2.0: The dawn of emergent collaboration. MIT Sloan Management Review, 47(3), 21–28. McAfee, A. (2006). Enterprise 2.0: The dawn of emergent collaboration. MIT Sloan Management Review, 47(3), 21–28.
go back to reference Meyer, J. (2010). Does social software support service innovation? International Journal of the Economics of Business, 17(3), 289–311. Meyer, J. (2010). Does social software support service innovation? International Journal of the Economics of Business, 17(3), 289–311.
go back to reference Molina-Morales, X. F., & Martínez-Fernández, M. T. (2010). Social networks: Effects of social capital on firm innovation. Journal of Small Business Management, 48(2), 258–279. Molina-Morales, X. F., & Martínez-Fernández, M. T. (2010). Social networks: Effects of social capital on firm innovation. Journal of Small Business Management, 48(2), 258–279.
go back to reference Momoh, A., Roy, R., & Shehab, E. (2010). Challenges in enterprise resource planning implementation: State-of-the-art. Business Process Management Journal, 16(4), 537–565. Momoh, A., Roy, R., & Shehab, E. (2010). Challenges in enterprise resource planning implementation: State-of-the-art. Business Process Management Journal, 16(4), 537–565.
go back to reference Nahapiet, J., & Ghoshal, S. (1998). Social capital, intellectual capital, and the organizational advantage. Academy of Management Review, 23(2), 242–266. Nahapiet, J., & Ghoshal, S. (1998). Social capital, intellectual capital, and the organizational advantage. Academy of Management Review, 23(2), 242–266.
go back to reference Nonaka, I., & Takeuchi, H. (1998). The knowledge-creating company: How Japanese companies create the dynamics of innovation. New York: Oxford University Press. Nonaka, I., & Takeuchi, H. (1998). The knowledge-creating company: How Japanese companies create the dynamics of innovation. New York: Oxford University Press.
go back to reference Nunnally, J. C., & Berstein, I. H. (1994). Psychometric theory. New York: McGraw-Hill. Nunnally, J. C., & Berstein, I. H. (1994). Psychometric theory. New York: McGraw-Hill.
go back to reference Rogers, E. V. (2005). Diffusion of innovations. New York: Free Press. Rogers, E. V. (2005). Diffusion of innovations. New York: Free Press.
go back to reference Sawyer, K. (2007). Group genius: The creative power of collaboration. New York: Basic Books. Sawyer, K. (2007). Group genius: The creative power of collaboration. New York: Basic Books.
go back to reference Steensma, H. Kevin, (1990) Acquiring technological competencies through inter-organizational collaboration: An organizational learning perspective. Journal of Engineering and Technology Management, (12), 267–286. Steensma, H. Kevin, (1990) Acquiring technological competencies through inter-organizational collaboration: An organizational learning perspective. Journal of Engineering and Technology Management, (12), 267–286.
go back to reference Teo, H. H., Wei, K. K., & Benbasat, I. (2003). Predicting intention to adopt inter-organizational linkages: An institutional perspective. MIS Quarterly, 27(1), 19–47. Teo, H. H., Wei, K. K., & Benbasat, I. (2003). Predicting intention to adopt inter-organizational linkages: An institutional perspective. MIS Quarterly, 27(1), 19–47.
go back to reference Tsai, W., & Ghoshal, S. (1998). Social capital and value creation: The role of intrafirm networks. Academy of Management Journal, 41(4), 464–476. Tsai, W., & Ghoshal, S. (1998). Social capital and value creation: The role of intrafirm networks. Academy of Management Journal, 41(4), 464–476.
go back to reference Urbach, N., & Ahlemann, F. (2010). Structural equation modeling in information systems research using partial least squares. Journal of Information Technology, Theory and Application, 11(2), 5–40. Urbach, N., & Ahlemann, F. (2010). Structural equation modeling in information systems research using partial least squares. Journal of Information Technology, Theory and Application, 11(2), 5–40.
go back to reference Van Wijk, R., Jansen, J. J. P., & Lyles, M. A. (2008). Inter- and intra-organizational knowledge transfer: A meta-analytic review and assessment of its antecedents and consequences. Journal of Management Studies, 45(4), 830–853. Van Wijk, R., Jansen, J. J. P., & Lyles, M. A. (2008). Inter- and intra-organizational knowledge transfer: A meta-analytic review and assessment of its antecedents and consequences. Journal of Management Studies, 45(4), 830–853.
go back to reference Wasko, M. M. L., & Faraj, S. (2005). Why should I share? Examining social capital and knowledge contribution in electronic networks of practice. MIS Quarterly, 29(1), 35–57. Wasko, M. M. L., & Faraj, S. (2005). Why should I share? Examining social capital and knowledge contribution in electronic networks of practice. MIS Quarterly, 29(1), 35–57.
go back to reference Yli-Renko, H., Autio, E., & Sapienza, H. J. (2001). Social capital, knowledge acquisition, and knowledge exploitation in young technology-based firms. Strategic Management Journal, 22, 587–613. Yli-Renko, H., Autio, E., & Sapienza, H. J. (2001). Social capital, knowledge acquisition, and knowledge exploitation in young technology-based firms. Strategic Management Journal, 22, 587–613.
go back to reference Zahra, S. A., & George, G. (2002). Absorptive capacity: A review, reconceptualization, and extension. Academy of Management Review, 27, 185–203. Zahra, S. A., & George, G. (2002). Absorptive capacity: A review, reconceptualization, and extension. Academy of Management Review, 27, 185–203.
go back to reference Zhu, K., Kraemer, K., & Xu, S. (2003). Electronic business adoption by European firms: Cross-country assessment of the facilitators and inhibitors. European Journal of Information Systems, 12(4), 251–268. Zhu, K., Kraemer, K., & Xu, S. (2003). Electronic business adoption by European firms: Cross-country assessment of the facilitators and inhibitors. European Journal of Information Systems, 12(4), 251–268.
Metadata
Title
Assimilation of Big Data Innovation: Investigating the Roles of IT, Social Media, and Relational Capital
Authors
Pratyush Bharati
Abhijit Chaudhury
Publication date
06-03-2018
Publisher
Springer US
Published in
Information Systems Frontiers / Issue 6/2019
Print ISSN: 1387-3326
Electronic ISSN: 1572-9419
DOI
https://doi.org/10.1007/s10796-018-9839-6

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