Abstract
The paper investigates how big data analysis and analytics can reshape business model design to encourage the co-development of innovation through the application of a data-driven orientation. The main objectives of the study are: (1) to detect the enabling dimensions of business models for the co-development of innovation; (2) to investigate how the enabling dimensions can be oriented strategically toward the emergence of data-driven innovation. The empirical research is based on a case study performed through qualitative content analysis to explore an Italian agrifood company, Amadori. The results obtained allow the introduction of a three-layered framework that can encourage future studies to: (1) investigate business models enablers for value co-creation and the way in which their combination can produce innovation; (2) detect the different data-oriented and management strategies that redefine business models to develop innovation systematically.
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R. Amit, C. Zott, Creating value through business model innovation. MIT Sloan Manag. Rev. 53(3), 41–49 (2012)
D. Antons, C. Breidbach, Big data, big insights? Advancing service innovation and design with machine learning. J. Serv. Res. 21(1), 17–39 (2018)
C. Baccarani, G.M. Golinelli, Le parole dell’innovazione. Sinergie 94, 9–14 (2014)
D. Blazquez, J. Domenech, Big data sources and methods for social and economic analyses. Technol. Forecast. Soc. Chang. 130, 99–113 (2018)
N.M. Bocken, S.W. Short, P. Rana, S. Evans, A literature and practice review to develop sustainable business model archetypes. J. Clean. Prod. 65, 42–56 (2014)
H. Chesbrough, Business model innovation: opportunities and barriers. Long Range Plan. 43(2–3), 354–363 (2010)
K.M. Eisenhardt, Building theories from case study research. Acad. Manag. Rev. 14, 532–550 (1989)
N.J. Foss, Knowledge governance in a dynamic global context: the center for strategic management and globalization at the Copenhagen Business School. Eur. Manag. Rev. 4(3), 183–191 (2007)
P.S. Fosso Wamba, Big data analytics and business process innovation. Bus. Process Manag. J. 23(3), 470–476 (2017)
M. Geissdoerfer, D. Vladimirova, S. Evans, Sustainable business model innovation: a review. J. Clean. Prod. 198, 401–416 (2018)
K. Krippendorff, Reliability in content analysis: some common misconceptions and recommendations. Hum. Commun. Res. 30(3), 411–433 (2004)
S. LaValle, E. Lesser, R. Shockley, M.S. Hopkins, N. Kruschwitz, Big data, analytics and the path from insights to value. MIT Sloan Manag. Rev. 52(2), 21–32 (2011)
S.M. Lee, S. Trimi, Innovation for creating a smart future. J. Innov. Knowl. 3(1), 1–8 (2018)
S. Lee, D. Olson, S. Trimi, Co-innovation: convergence, collaboration, and co-creation for organizational values. Manag. Decis. 50(5), 817–831 (2012)
F. Li, The digital transformation of business models in the creative industries: a holistic framework and emerging trends. Technovation 92–93, 102012 (2018)
Z. Lindgardt, M. Reeves, G. Stalk, M.S. Deimler, Business Model Innovation. When the Game Gets Tough, Change the Game (The Boston Consulting Group, Boston, MA, 2009)
G. Losito, L’analisi del contenuto nella ricerca sociale, vol. 1 (Franco Angeli, Milan, 1996)
M. Lytras, A. Visvizi, Who uses smart city services and what to make of it: toward interdisciplinary smart cities research. Sustainability 10(6), 1998 (2018)
M.D. Lytras, V. Raghavan, E. Damiani, Big data and data analytics research: from metaphors to value space for collective wisdom in human decision making and smart machines. Int. J. Semant. Web Inf. Syst. (IJSWIS) 13(1), 1–10 (2017)
A. McAfee, E. Brynjolfsson, Big data: the management revolution. Harv. Bus. Rev. 90(1), 61–67 (2012)
V. Ortiz-Repiso, J. Greenberg, J. Calzada-Prado, A cross-institutional analysis of data-related curricula in information science programmes: a focused look at the iSchools. J. Inf. Sci. 44(6), 768–784 (2018)
V. Ramaswamy, K. Ozcan, The Co-Creation Paradigm (Stanford University Press, Stanford, CA, 2014)
D. Teece, Business models, business strategy and innovation. Long Range Plan. 43(2–3), 172–194 (2010)
W. Tellis, Application of a case study methodology. Qual. Rep. 3, 1–19 (1997)
D. Trabucchi, L. Talenti, T. Buganza, How do big bang disruptors look like? A business model perspective. Technol. Forecast. Soc. Chang. 141, 330–340 (2019)
O. Troisi, M. Grimaldi, A. Monda, Managing smart service ecosystems through technology: how ICTs enable value cocreation. Tour. Anal. 24(3), 377–393 (2019)
A. Visvizi, M.D. Lytras, E. Damiani, H. Mathkour, Policy making for smart cities: innovation and social inclusive economic growth for sustainability. J. Sci. Technol. Policy Manag. 9(2), 126–133 (2018)
R.K. Yin, Case Study Research (Sage, Thousand Oaks, CA, 1984)
Y. Zhan, K.H. Tan, R.K. Perrons, A proposed framework for accelerated innovation in data-driven environments. Ind. Manag. Data Syst. 118(4) (2018)
J. Zhang, S.E. Beatty, D. Mothersbaugh, A CIT investigation of other customers’ influence in services. J. Serv. Mark. 24(5), 389–399 (2010)
C. Zott, R. Amit, L. Massa, The business model: recent developments and future research. J. Manag. 37(4), 1019–1042 (2011)
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Troisi, O., Grimaldi, M., Loia, F. (2021). Redesigning Business Models for Data-Driven Innovation: A Three-Layered Framework. In: Visvizi, A., Lytras, M.D., Aljohani, N.R. (eds) Research and Innovation Forum 2020. RIIFORUM 2020. Springer Proceedings in Complexity. Springer, Cham. https://doi.org/10.1007/978-3-030-62066-0_32
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