IT management

The article examines the multiaspected problem of ensuring economic security. An analysis of challenges and threats to Ukraine's economic security during 2010-2019. Strategic goals of economic security have been set. The study of the relationship between public debt, foreign direct investment, and economic growth allows assessing the characteristics of economic security. A system of structural equations is proposed to study the relationship between GDP, public debt, and foreign direct investment. The result of economic security, which can be achieved by achieving the goal, can be considered increased resilience to internal and external factors.

Deep learning models have become indispensable across scientific and business domains, offering new approaches to problem-solving but requiring substantial technical expertise for their implementation. This article presents StudySupport, an open-source visual system for configuring and training machine learning models via a graphical interface rather than traditional coding. The system enables users to manage the entire pipeline - from data preprocessing and model construction to optimization and performance evaluation - while maintaining flexibility for advanced customization. By lowering the technical entry barrier, the StudySupport system facilitates the adoption of machine learning in IT management and organizational decision-making. The proposed framework supports faster integration of data-driven methods into enterprise information systems, reduces implementation costs, and empowers managers, analysts, and educators to leverage artificial intelligence in digital transformation processes. The study contributes to the field of information technology management by bridging the gap between advanced machine learning techniques and their practical application in business, education, and decision-support systems.