Data Driven Decision making concept
Keywords:
Decision Making, Data on decision makings, strategic decision making process, Data Driven decision makingAbstract
The Decision-making based on solid facts as well as intelligence is referred to as the strategic data-based decision making. Unlike intuition-based decision making, in which judgments are made based on unsubstantiated opinions about the company and also its external environment, one such approach is based on facts and data. Data-driven strategic decision-making is indeed a popular recommendation for boosting efficiency as well as competitiveness, as well as ensuring responsibility to the public and shareholders. Strategic decision-making based on the data necessitates extensive data collecting and impartial analysis. Data-driven organisations are attempting to improve their decision-making abilities in the current age of big data. There is, meanwhile, a dearth of studies examining the capabilities of the (DDDM) data-driven decision making. There are four methods to defining capabilities: an unrelated, an unidirectional, entangled and mixed. DDDM capacity is then defined as a multi-dimensional construct using the procedure entanglement method.
References
[1] Athamena, B., & Houhamdi, Z. (2018). Model for decision-making process with big data. Journal of Theoretical and Applied Information Technology, 96(17), 5951-5961.
[2] Bousdekis, A., Lepenioti, K., Apostolou, D., & Mentzas, G. (2021). A review of data-driven decision-making methods for industry 4.0 maintenance applications. Electronics (Switzerland), 10(7). https://doi.org/10.3390/electronics10070828
[3] Brynjolfsson, E., & McElheran, K. S. (2019). Data in Action: Data-Driven Decision Making and Predictive Analytics in U.S. Manufacturing. SSRN Electronic Journal, July. https://doi.org/10.2139/ssrn.3422397
[4] Cao, G., Duan, Y., & Li, G. (2015). Linking Business Analytics to Decision Making Effectiveness: A Path Model Analysis. IEEE Transactions on Engineering Management, 62(3), 384-395. https://doi.org/10.1109/TEM.2015.2441875
[5] Chengalur-Smith, I. S. N., Ballou, D. P., & Pazer, H. L. (1999). The impact of data quality information on decision making: An exploratory analysis. IEEE Transactions on Knowledge and Data Engineering, 11(6), 853-864. https://doi.org/10.1109/69.824597
[6] Jeble, S., Kumari, S., & Patil, Y. (2018). Role of big data in decision making. Operations and Supply Chain Management, 11(1), 36-44. https://doi.org/10.31387/oscm0300198
[7] Jia, L., Hall, D., & Song, J. (2015). The conceptualization of data-driven decision making capability. 2015 Americas Conference on Information Systems, AMCIS 2015, July.
[8] Kavale, S. (2012). The role of data in strategic decision making process. International Journal of Current Research, 4(04), 001-007. http://www.journalcra.com
[9] Ogunbiyi, N., Basukoski, A., & Chaussalet, T. (2021). An exploration of ethical decision making with intelligence augmentation. Social Sciences, 10(2), 1-14 https://doi.org/10.3390/socsci10020057
[10] Rhyn, M., & Blohm, I. (2019). Patterns of data-driven decision-making: How decision-makers leverage crowdsourced data. 40th International Conference on Information Systems, ICIS 2019, December.
[11] Sousa, M. J., Pesqueira, A. M., Lemos, C., Sousa, M., & Rocha, Á. (2019). Decision-Making based on Big Data Analytics for People Management in Healthcare Organizations. Journal of Medical Systems, 43(9). https://doi.org/10.1007/s10916-019-1419-x