An integrated approach to managing the economic security of enterprises based on data analysis and automation in the context of global economic instability and changing market conditions

Abstract

In the context of global economic instability and constant changes in market conditions, enterprises face serious challenges in the field of economic security. Traditional management methods no longer meet modern requirements, which emphasizes the need for an integrated approach based on data analysis and automation. To achieve this goal, modern methods of data collection and analysis were used, including machine learning and statistical analysis. Automation of key risk management processes was also applied. The study was based on the combined use of qualitative and quantitative methods of analysis, which made it possible to obtain an objective assessment of the state of economic security of enterprises. The results of the study showed that the application of an integrated approach to economic security management significantly increases the sustainability of enterprises. It was revealed that automation of management processes reduces human errors and increases the efficiency of decisions. Data analysis, in turn, contributes to a more accurate prediction of risks and the definition of strategies to minimize them. In the context of global instability, such measures have allowed enterprises to better adapt to changes in the market and remain competitive. An integrated approach includes not only technical aspects, but also organizational changes aimed at increasing the awareness and competence of personnel in the field of economic security. The introduction of new technologies requires the adaptation of corporate culture and changes in management methods. The discussion of the results also touches on the possible limitations and risks associated with the implementation of these methods, and considers the prospects for further research in this direction. The article confirms that an integrated approach to economic security management based on data analysis and automation is an effective tool for increasing the sustainability of enterprises in conditions of global economic instability. The introduction of such methods contributes not only to the timely identification and minimization of risks, but also to improving the overall efficiency of enterprise management.