Examining human resource factors influencing analytical decision making and organizational effectiveness in technology driven companies

• Autores: Sandhya Kalale Srinivas, Arti Arun Kumar, Santosh Basavaraj, Kumar Chandar Sivalingam
• Localización: International Journal of Professional Business Review: Int. J. Prof.Bus. Rev., ISSN 2525-3654, ISSN-e 2525-3654, Vol. 9, Nº. 2, 2024 (Ejemplar dedicado a: Continuous publication; e04392)
• Idioma: inglés
• DOI: 10.26668/businessreview/2024.v9i2.4296
• Enlaces
  • Texto completo (pdf)
• Resumen

  • Purpose: The primary objective of this research is to analyze and examine the factors contributing to the issues in analytical decision-making in large technology-driven Indian organizations.

      Theoretical Framework: The study aims to develop an 'analytical organizational effectiveness model' and 'analytical transformation theory' for technology-driven industries.

      Design/Methodology/Approaches: The study adopted a mixed methodology research design using systematic literature review (SLR), exploratory research, expert interviews and quantitative techniques to identify key variables of the study.

      Findings: The SLR validated the proposed conceptual model and found that human resource factors influence analytical decision-making and organizational effectiveness.

      Research Practical Social Implication: The study provides actionable insights for organizations aiming to enhance decision-making processes. This research advances analytical transformation theory by exploring and identifying key factors influencing organizational analytical transformation. This study emphasizes the human dimension in successful analytical implementation. Developing an 'analytical organizational effectiveness model' for technology-driven industries represents a significant theoretical contribution, offering a structured framework for understanding and assessing analytics within specific organizational contexts.

      Originality/Value: This study is more relevant and practically applied to organizations lagging in decision-making and facing a competitive advantage.

• Referencias bibliográficas
  • Akin, A. M., & Bayram, N. (2020). The Determinants of Business Analytics Adoption: Does One-Size Fit All. Journal of Business Research...
  • Alotaibi, E. M. (2023). Risk Assessment Using Predictive Analytics. International Journal of Professional Business Review, 8(5), e01723-e01723.
  • Andersson, S., & Florén, H. (2011). Differences in managerial behavior between small international and noninternational firms. Journal...
  • Balaraman, S. (1989). Are leadership styles predictive of managerial effectiveness? Indian Journal of Industrial Relations, 24(4), 399-415.
  • Bartlett, M. S. (1950). Tests of significance in factor analysis. British Journal of Psychology, 3(2), 77–85.
  • Becker, G. S. (1978). The economic approach to human behavior. Chicago, IL: University of Chicago Press.
  • Bonabeau, E. (2003). Don’t trust your gut. Harvard Business Review, 81(5), 116–122.
  • Bonnin, G., Mas-Tur, A., & Tur-Porcar, A. (2018). Digital leadership and innovation in the creative industries: Unveiling the drivers,...
  • Boudreau, J., & Cascio, W. (2017), Human capital analytics: why are we not there? Journal of Organizational Effectiveness, 4(2), 119-126....
  • Brehm, S. S., & Brehm, J. W. (2013). Psychological Reactance: A Theory of Freedom and Control. New York: Academic Press.
  • Buono, A.F., & Kerber, K. W. (2008). The Challenge of Organizational Change: Enhancing Organizational Change Capacity. Revue Sciences...
  • Business Insights. (2020). HBS Blog Report. Red. Available at https://online.hbs.edu/blog/post/types-of-organizational-change.
  • Cetin, C. K., & Cerit, A.G. (2010). Organizational effectiveness at seaports: a systems approach. Maritime Policy & Management, 37(3),...
  • Cohen, M. D., March, J. G., & Olsen, J. P. (1972). A Garbage Can Model of Organizational Choice, Administrative Science Quarterly, 17(1),...
  • Davenport, T. H. (2006). Competing on analytics. Harvard Business Review, 84(1), 98–107.
  • Davenport, T. H. (2013). Data-driven decision making: The engine of organizational performance. Harvard Business Review, 91(1), 1–9.
  • Davenport, T. H. (2013). From data to decisions: A value chain for analytics. Harvard Business Review, 91(9), 64–72.
  • Davenport, T. H. (2013). The analytical transformation: Unlocking the promise of data analytics. MIT Sloan Management Review, 54(4), 1–18.
  • Davenport, T. H., & Harris, J. G. (2007). Competing on analytics. Harvard Business Review, 85(1), 1–11.
  • Davenport, T. H., Harris, J. G., De-Long, D. W., & Jacobson, A. L. (2001). Data to Knowledge to Results: Building an Analytic Capability....
  • Dawar, N., & Bagga, C. K. (2020). Becoming a data-driven organization. MIT Sloan Management Review, 61(2), 1-11.
  • Deshpande, P. S., Sharma, S. C., & Peddoju, S. K. (2019). Predictive and Prescriptive Analytics in Big-data Era. Studies in Big Data book...
  • Dias, F. M., Oliveira, M. P. V. de., Zanquetto Filho, H., & Rodrigues, A. L. (2021). Analytical guidance or intuition? What guides management...
  • Feng, W., Tu, R., Lu, T., & Zhou, Z. (2019). Understanding forced adoption of self-service technology: the impacts of users’ psychological...
  • Finkle, T. M., & Bingham, C. B. (2019). The three elements of successful data analytics programs. MIT Sloan Management Review, 60(2),...
  • Gangwar, H., & Date, H. (2016). Critical Factors of CCA in Organizations: An Empirical Study. Global Business Review, 17(4), 886–904....
  • Gochhayat, J., Giri, V. N., & Damodar, S. (2017). Influence of Organizational Culture on Organizational Effectiveness. Global Business...
  • Grossman, R., & Siegel, K. (2014). Organizational models for big data and analytics. Journal of Organization Design, 3(1), 20-25.
  • Gudergan, G., Abbu, H., Mugge, P., Hoeborn, G., Kwiatkowski, A., & Conrad, R. (2021). Digital Leadership - Which leadership dimensions...
  • Hair, J. F., Black, W. C., Babin, B. J., Anderson R. E., & Tatham, R. L. (2008, 2009). Multivariate Data Analysis, Sixth Edition, Seventh...
  • Hannan, M. T., & J. Freeman (1977). The Population Ecology of Organizations. Amer. J. Sociology, 82, 929–964.
  • Harrison, J. S., Bosse, D. A., & Phillips, R. A. (2010). Managing for stakeholders, stakeholder utility functions, and competitive advantage....
  • Hirshleifer, D. A. (2001). Investor psychology and asset pricing. The Journal of Finance, 56(4), 1533–1597.
  • Jois, A., Chakrabarti, S., & Audrain-Pontevia, A. F. (2022). Exploring the impact of consumer satisfaction on the co-creation of a global...
  • Judge, T. A., & Douglas, C. H. (2015). Organizational Behavior: Understanding and Managing Life at Work. Pearson Education.
  • Judge, W. Q., & Elenkov, D. (2005) Organizational capacity for change and environmental performance: an empirical assessment of Bulgarian...
  • Kahneman, D., & Tversky, A. (1979). Prospect theory: An analysis of decision under risk. Econometrica, 47(2), 263-291.
  • Kaiser, H. F. (1974). An index of factorial simplicity. Psychometrika, 39(1), 31-36.
  • Kataria, A., Garg, P., & Rastogi, R. (2013). Organizational Effectiveness: A Function of Work Engagement and OCBs. South Asian Journal...
  • Kataria, A., Garg, P., & Rastogi, R. (2014). The role of work engagement in the pursuit of organisational effectiveness. Int. J. Indian...
  • Kiran, V. S., Shanmugam, V., Raju, R. K., & Kanagasabapathy, J. R. (2022). Impact of human capital management on organizational performance...
  • Kiron, D., Prentice, P. K., & Ferguson, R. B. (2014). The Analytics Mandate. MIT Sloan Management Review, 55(4), 1–22.
  • Kline, R. B. (2011). Principles and practice of structural equation modeling. Guilford Press.
  • Komm, A., Pollner, F., Schaninger, B., & Sikka, S. (2021). The new possible: How HR can help build the organization of the future. McKinsey...
  • Kulkarni, U. R., Ravindran, S., & Freeze, R. (2017). Analytical decision-making: The whole is greater than the sum of its parts. Business...
  • LaValle, S., Lesser, E., Shockley, R., Hopkins, M. S., & Kruschwitz, N. (2011). Big data, analytics and the path from insights to value....
  • Li, D., Liu, L., & Xu, G. (2023). Psychological barriers and option pricing in a local volatility model. North American Journal of Economics...
  • Li, X., Huang, L., & Zhang, Y. (2015). Customer analytics and firm performance: An empirical study of e-commerce in China. Information...
  • Marr, B. (2016). How digital leaders are transforming companies. Forbes. Retrieved from https://www.forbes.com/sites/bernardmarr/2016/07/12/how-digital-leaders-are-transforming-companies/?sh=67d1e6b91d6f
  • Marsh, H. W., & Hau, K. T. (2007). Applications of latent-variable models in educational psychology research. International Journal of...
  • Martins, H. (2019). Digital Transformation and Digital Leadership. Health Informatics Research, 25(4), 350. https://doi.org/10.4258/hir.2019.25.4.350
  • McAfee, A., Brynjolfsson, E., Davenport, T. H., Patil, D. J., & Barton, D. (2012). BD: the management revolution. Harvard Business Review,...
  • McClelland, D. C., & Atkinson, J. W. (1948). The Projective Expression of Needs. The Journal of Psychology, 25(2), 205-222. https://doi.org/10.1080/00223980.1948.9917371.
  • McDonald, R. P., & Ho, M. H. (2002). Principles and practice in reporting structural equation analyses. Psychological Methods, 7(1), 64-82.
  • Mott, P. E. (1972). The Characteristics of Effective Organizations. Harper and Row: New York.
  • Mumford, A. (1988). Learning to learn and management self-development. In Pedler, M., Burgoyne, J. and Boydell, T. (Eds), Applying Self-development...
  • Navneet, C. G. (2020). Factors influencing willingness to adopt Advanced analytics, Dissertation, Cleveland State University.
  • Netemeyer, R. G. (2003). Scaling Procedures: Issues and Applications. Sage Publications.
  • Okoli, J., & Watt, J. (2018). Crisis decision-making: the overlap between intuitive and analytical strategies. Management Decision, 56(5),...
  • Orlikowski, W. J. (2000). Using technology and constituting structures: A practice lens for studying technology in organizations. Organization...
  • Penpokai, S., Vuthisopon, S., & Saengnoree, A. (2023). The relationships between technology adoption, HR competencies, and HR analytics...
  • Petry, T. (2018). Knowledge Management in Digital Change. In A. Smith (Ed.), Book Title, 209-218, Springer. https://doi.org/10.1007/978-3-319-73546-7_12.
  • Pettigrew, A. M., Woodman, R. W., & Cameron, K. S. (2001). Studying organizational change and development: challenges for future research....
  • Piegorsch, W. W., & Ramsey, E. W. (1997). Evaluating the unidimensionality of measurement scales. Journal of Quality Technology, 29(4),...
  • Poole, M., & Van-de-Ven, A. (2004). Handbook of Organizational Change and Innovation. New York: Oxford University Press.
  • Popovič, A., Ray, H., Coelho, P. S., Jurij, J. (2012). Towards business intelligence systems success: Effects of maturity and culture on analytical...
  • Quick, B. L., Shen, L., & Dillard, J. P. (2013). Reactance theory and persuasion, in Dillard, J.P. and Shen, L. (Eds), The SAGE Handbook...
  • Raghunathan, S., Ramanathan, K., & Arya, N. H. (2017). Analytics in organizations: Theoretical perspectives. Journal of Business Research,...
  • Rogers, E. M. (1962). Diffusion of innovations. Free Press of Glencoe.
  • Rosenberg, B. D., & Siegel, J. T. (2017). A 50-Year Review of Psychological Reactance Theory: Do Not Read This Article. Motivation Science....
  • Sapp, C., Brabham, D., Antelmi, J., Cook, H., Craig, T., Barot, S., Galli, D., Pal, S., Mohan, S., & Gilbert, G. (n.d.). (2019). Planning...
  • Sarkar, M. B., & Mohapatra, R. (2015). Assessing analytical capability effectiveness in supply chain performance measurement. International...
  • Sastry, M. (1997). Problems and paradoxes in a model of punctuated organizational change. Administrative Science Quarterly, 42, 237–275.
  • Satz, D., & Ferejohn, J. (1994). Rational choice and social theory. The Journal of Philosophy, 91(2), 71-87.
  • Scott, J. (2000). Rational choice theory. In Browning, G., Halcli, A., & Webster, F. (Eds), Understanding Contemporary Society: Theories...
  • Seeta, G. (2016). Managerial Effectiveness: Conceptual Framework and Scale Development, 31(3).
  • Shumei, G., Zhenghua, H., & Jingjing, L. (2019). Digital leadership and analytical decision making. Journal of Business Analytics, 5(2),...
  • Sparrow, P., & Cooper, C. (2014). Organizational effectiveness, people and performance: new challenges, new research agendas, Journal...
  • Stefani, K., & Zschech, P. (2018). Constituent Elements for Prescriptive Analytics Systems. Research Papers, 39. Retrieved from https://aisel.aisnet.org/ecis2018_rp/39
  • Vargas, R., Yurova, Y. V., Ruppel, C. P., Tworoger, L. C., & Greenwood, R. (2018). Individual adoption of HR analytics: a fine-grained...
  • Victor, B., & Cullen, J. B. (1988). The organizational bases of ethical work climates. Administrative Science Quarterly, 33(1), 101-125.
  • Westerman, G., Bonnet, D., & McAfee, A. (2014). The Nine Elements of Digital Transformation. Harvard Business Review, 92(10), 72-84.
  • Widianto, S., Lestari, Y. D., Adna, B. E., Sukoco, B. M., & Nasih, M. (2021). Dynamic managerial capabilities, organisational capacity...
  • Wong, C. S., & Li, Y. (2015). What factors explain the level of manager's obstacles to employee creativity in organizations? Asia...
  • Zakrzewska, M., Jarosz, S., Piwowar-Sulej, K., & Sołtysik, M. (2021). Title of the work. Journal of Organizational Change Management,...
  • Zhao, J. L., Benbasat, I., & Segars, A. H. (2018). The impact of analytics on business. Journal of Information Technology, 33(3), 183-193.
  • Zhao, X., & Goodman, R. M. (2019). Western organizational change capacity theory and its application to public health organizations in...
  • Zhu, K., Kraemer, K. L., & Xu, S. (2006). The Process of Innovation Assimilation by Firms in Different Countries: A Technology Diffusion...
  • Zicari, R. V., & Virgillito, A. (2019). Towards an analytical organization: A comparative study of organizational intelligence practices....