This article is dedicated to the necessity of developing predictive models based on data for making quality decisions in management systems. Methods based on time scries in the process of data analysis and forecasting are presented. The importance of time series analysis in shaping management strategy, its impact on accuracy and efficiency, as well as the analysis of mathematical models and algorithms necessary to enhance the reliability of results, are discussed.