Assessment of Risk Levels in Research Organizations During Innovative Product Development

A mathematical model for assessing risk levels in the creation of innovative products in research organizations has been proposed. The model is based on a systematic approach to forming measurable and relevant quality indicators. It takes into account the specifics of work on creating innovative products in research organizations, regulatory requirements, and risk management objectives, which will ensure flexibility and adaptability of the assessment at strategic, tactical, and operational management levels. The proposed approach not only allows evaluating the current state of risk levels in research organizations but also identifying problem areas, forecasting risk dynamics, forming an integral quality indicator of the work performed, and developing recommendations for minimizing potential risks and their consequences.