A framework for big data integration within the strategic management process based on a balanced scorecard methodology

Authors

  • Mouhib Alnoukari Syrian Private University Author

DOI:

https://doi.org/10.37380/jisib.v1i1.693

Keywords:

Balanced scorecard, big data, big data analytics, big data framework, business intelligence, strategic management, strategic management process

Abstract

The purpose of this research is to study the impact of big data initiatives on strategic management processes. While the majority of strategic management disciplines have had research dedicated to the use of strategic management theories to understand how big data affect organizational performance, the body of research on big data lacks academic work capable of examining how to integrate big data into the strategic management process. The main contributions of this work are: (1) it highlights the strategic use of big data; (2) it analyses the main frameworks/models proposed by scholars that support the use of big data as a strategic management tool, and outlines this research gap; and (3) it proposes a new framework that integrates big data within the strategic management process based on a balanced scorecard methodology.

 

References

Al-Qirim, N., Rouibah, K., Serhani, M. A., Tarhini, A., Khalil, A., Maqableh, M., & Gergely, M. (2019). The Strategic Adoption of Big Data in Organizations. In Sun, Z. (Ed.), Managerial Perspectives on Intelligent Big Data Analytics (pp. 43-54). IGI Global.

Alnoukari, M. (2020)-a. An examination of the organizational impact of business intelligence and big data based on management theory. Journal of Intelligence Studies in Business, 10 (3), 25-37.

Alnoukari, M. (2020)-b. From Business Intelligence to Big Data: The Power of Analytics. In Azevedo & Santos (Ed.). Integration Challenges for Analytics, Business Intelligence, and Data Mining. (pp. 44-62) Information Resources Management Association, USA, IGI Global.

Alnoukari, M. (2009). Using Business Intelligence Solutions for Achieving Organization’s Strategy: Arab International University Case Study. Internetworking Indonesia Journal, 1(2), 11-15.

Alnoukari, M., & Hanano, A. (2017). Integration of business intelligence with corporate strategic management. Journal of Intelligence Studies in Business, 7(2), 5-16.

Akter, S., & Fosso Wamba, S. (2016). Big data analytics in E-commerce: A systematic review and agenda for future research. Electronic Markets, 26(2), 173–194.

Akter, S., Fosso Wamba, S. F., Gunasekaran, A., Dubey, R. and Childe, S. J. (2016). How to improve firm performance using big data analytics capability and business strategy alignment? International Journal of Production Economics, 182, pp.113–131.

Barchiesi, M. A., & Fronzetti Colladon, A. (2019). Big data and big values: When companies need to rethink themselves. Journal of Business Research, in press. https://doi.org/10.1016/j.jbusres.2019.10.046.

Bischof, C., Gabriel, M., Rabel, B., & Wilfinger, D. (2016). Strategic Implications of BIG DATA – A Comprehensive View. Proceedings of the Management International Conference (MIC 2016)(pp. 143–160). Pula, Croatia.

Braganza, A., Brooks, L., Nepelski, D., Ali, M. & Moro, R. (2017). Resource management in big data initiatives: Processes and dynamic capabilities. Journal of Business Research, 70, 328–337.

Chen, M., Mao, S. and Liu, Y. (2014). Big data: A survey. Mobile Networks and Applications, 19(2), 171–209.

Court, D. (2015). Getting big impact from big data. McKinsey Global Institute. Accessed April 20, 2020. http://www.mckinsey.com/business-functions/business-technology/our-insights/getting-big-impact-from-big-data.

Davenport, T.H. (2014). How strategists use ‘big data’ to support internal business decisions, discovery and production. Strategy and Leadership, 42(4), 45-50.

Dubey, R., Gunasekaran, A., & Childe, S. J. (2018). Big data analytics capability in supply chain agility: the moderating effect of organizational flexibility. Management Decision. Emerald. DOI 10.1108/MD-01-2018- 0119.

Erevelles, S., Fukawa, N., & Swayne, L. (2016). Big Data consumer analytics and the transformation of marketing. Journal of Business Research, 69, Elsevier, 897-904.

Falsarella, O. M., Jannuzzi, C. A. S. C., & Sugahara, C. R. (2017). Business Strategic Management: Proposal of a Model of Informational Monitoring in the Era of Big Data. RDBCI: Rev. Digit. Bibliotecon. Cienc. Inf., 15(2), 420-441.

Fan, S., Lau, R., & Zhao, J. A. (2015). Demystifying Big Data Analytics for Business Intelligence Through the Lens of Marketing Mix. Big Data Research, 2, 28–32.

Faroukhi, A.Z.,El Alaoui, I., Gahi, Y., & Amine, A. (2020). Big data monetization throughout Big Data Value Chain: a comprehensive review, Journal of Big Data, 7(3), https://doi.org/10.1186/s40537-019-0281-5.

Fosso Wamba, S., Akter, S., Edwards, A., Chopin, G. & Gnanzou, D. (2015). How ‘big data’can make big impact: Findings from a systematic review and a longitudinal case study. International Journal of Production Economics, 165, 234–246.

Fosso Wamba, S., Gunasekaran, A., Akter, S., Ren, S. Ji-fan., Dubey, R. & Childe, S. J. (2017). Big data analytics and firm performance: effects of dynamic capabilities. Journal of Business Research, 70, 356-365.

Fries, J. (2006). The Contribution of Business Intelligence to Strategic Management. Vrije University Brussel, 2006. Accessed September 02, 2020.

Global Intelligence Alliance (2004). Introduction to Strategic Intelligence. Accessed September 02, 2020.

Jin, D.H., & Kim, H. J. (2018). Integrated Understanding of Big Data, Big Data Analysis, and Business Intelligence: A Case Study of Logistics. Sustainability, 10, 3778; doi:10.3390/su10103778.

Hassani, A., & Gahnouchi, S. A. (2017). A framework for Business Process Data Management based on Big Data Approach. Procedia Computer Science, 121, 740–747.

Holmlund, M., Van Vaerenbergh, Y., Ciuchita, R., Ravald, A., Sarantopoulos, P., Villarroel- Ordenes, F., & Zaki, M. (2020). Customer Experience Management in the Age of Big Data Analytics: A Strategic Framework. Journal of Business Research.

Kaplan, R. P. (2010). Conceptual foundations of the balanced scorecard. Working paper no. 10- 074, Harvard Business School, Boston.

Krishnakumar, M. (2015). Strategy Implementation: Strategic Change Model - A Conceptual Frame Work. Strategic Management Review, 9 (1), 77–68

Kruger, J. P. (2010). A Study of Strategic Intelligence as a Strategic Management Tool in the Long-Term Insurance Industry in South Africa. University of South Africa. Accessed September 02, 2020,

Lake, P., & Drake, R. (2014). Information systems management in the big data era. Springer International Publishing; doi:10.1007/978-3-319-13503-8

Llave, M.R. (2018). Data lakes in business intelligence: reporting from the trenches. Procedia Computer Science, 138, 516–524.

Marín-Ortega, P.M., Dmitriyevb, V., Abilovb, M., & Gómezb, J. M. (2014). ELTA: New Approach in Designing Business Intelligence Solutions in Era of Big Data. Procedia Technology, 16. 667-674.

Mazzei, M. J., & Noble, D. (2020). Big Data and Strategy: Theoretical Foundations and New Opportunities. In Orlando B., Strategy and Behaviors in the Digital Economy, IntechOpen, DOI: 10.5772/intechopen.84819.Accessed April 20, 2020.

Mazzei, M. J., & Noble, D. (2017). Big data dreams: A framework for corporate strategy. BUSHOR-1369, ScienceDirect, Elsevier, No. of Pages. 10.

Mikalef, P., Pappas, O. I., Krogstie, J. & Pavlou, P. (2020). Big data and business analytics: A research agenda for realizing business value. Information & Management, 57(1). 103237.

Mikalef, P., Pappas, O. I., Giannakos, N. M., Krogstie, J. & Lekakos, G. (2016). Big Data and Strategy: A Research Framework. Tenth Mediterranean Conference on Information Systems (MCIS) (pp. 1-9), Paphos, Cyprus.

Nocker, M. & Sena, V. (2019). Big Data and Human Resources Management: The Rise of Talent Analytics. Social Sciences, 8, 273.

Nedelea, S., & Paun, L.A. (2009). The Importance of the Strategic Management Process in the Knowledge-Based Economy. Review of International Comparative Management, 10(1), 95-105.

Olszak, C. M. (2014). An Overview of Information Tools and Technologies for Competitive Intelligence Building: Theoretical Approach. Issues in Informing Science and Information Technology, 11. 139-153.

Omalaja, M.A., & Eruola, O.A. (2011). Strategic Management Theory: Concepts, Analysis and Critiques in Relation to Corporate Competitive Advantage from the Resource- based Philosophy. Economic Analysis, 44(2), 59-77.

Palem, G. (2014). Formulating an Executive Strategy for Big Data Analytics, Technology Innovation Management Review, 4(3), 25–34.

Polese, F., Troisi, O., Grimaldi, M., & Romeo, E. (2019). A Big Data-Oriented Approach to Decision-Making: A Systematic Literature Review. 22nd International Conference Proceedings (pp. 472-496), Greece.

Porter, M. E. (1996), “What is Strategy?”, Harvard Business Review, 22. Accessed September 02, 2020.

Porter, M.E. & Heppelmann, J.E. (2014). How Smart, Connected Products are Transforming Competition. Harvard Business Review. Accessed April 20, 2020.

Sadovskyi, O., Engel, T., Heininger, R., Böhm, M. & Krcmar, H. (2014). Analysis of Big Data enabled Business Models using a Value Chain Perspective. Proceedings of Multikonferenz Wirtschaftsinformatik (MKWI 2014) (pp. 1127–1137).

Saidali, J., Rahich, H., Tabaa, Y., & Medouri, A. (2019). The combination between Big Data and Marketing Strategies to gain valuable Business Insights for better Production Success. Procedia Manufacturing, 32, 1017-1023.

Şen, E., Körük, E., Serper, N. & Çalış Uslu, B. (2019). Big Data Analytics and Simulation for Better Strategic Management. Journal of Current Research on Engineering, Science and Technology, 5(2), 1-12.

Shams, S. and Solima, L. (2019). Big data management: implications of dynamic capabilities and data incubator. Management Decision, 57(8), 2113-2123.

Shan, S., Luo, Y., Zhou, Y., & Wei, Y. (2018). Big data analysis adaptation and enterprises’ competitive advantages: the perspective of dynamic capability and resource-based theories. Technology Analysis & Strategic Management, DOI: 10.1080/09537325.2018.1516866.

Shin, D. H. (2016). Demystifying big data: Anatomy of big data developmental process. Telecommunications Policy, 40, 837–854.

Snyder, H. (2019). Literature review as a research methodology: An overview and guidelines. Journal of Business, 104, 333–339.

Soon, K. W. K., Lee, C. A., & Boursier, P. (2016). A study of the determinants affecting adoption of big data using integrated technology acceptance model (TAM) and diffusion of innovation (DOI) in Malaysia. International Journal of Applied Business and Economic Research, 14, 17–47.

Suoniemi,, S., Meyer-Waarden, L., & Munzel, A. (2017). Big Data Resources, Marketing Capabilities, and Firm Performance. 2017 Winter AMA Conference, Orlando, USA.

Teece, D. J., Pisano, G., & Shuen, A. (1997). Dynamic capabilities and strategic management. Strategic Management Journal, 509–533.

Waller, M. A., & Fawcett, S. E. (2013). Data science, predictive analytics, and big data: A revolution that will transform supply chain design and management. Journal of Business Logistics, 34(2), 77–84.

Walls, C. & Barnard, B. (2020). Success Factors of Big Data to Achieve Organisational Performance: Theoretical Perspectives. Expert Journal of Business and Management, 8(1), 1-16.

Wang, Y., Kung, L. & Byrd, T. A. (2018). Big data analytics: Understanding its capabilities and potential benefits for healthcare organizations. Technological Forecasting and Social Change, 126, 3–13.

Wang, Y., Kung, L., Wang, W.Y.C., & Cegielski, C.G. (2018). An integrated big data analytics- enabled transformation model: Application to health care. Information & Management,

(1). 64-79.

Wheelen, T. L., Hunger, J. D. (2008), Strategic Management Business policy, 11th ed, New Jersey: Pearson international edition.

Wells, D. L. (1998). Strategic Management for Senior Leaders: A Handbook for Implementation. (Publication No. 96-03). Washington, DC: Department of the Navy Total Quality Leadership Office.

Xie, K., Wu, Y., Xiao, J., & Hu, Q. (2016). Value co-creation between firms and customers: The role of big data-based cooperative assets. Information & Management, 53(8), 1034–1048.

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Published

2021-04-28

How to Cite

Alnoukari, M. (2021). A framework for big data integration within the strategic management process based on a balanced scorecard methodology. Journal of Intelligence Studies in Business, 11(1), 33-47. https://doi.org/10.37380/jisib.v1i1.693