Advanced analytical techniques, such as data analytics, predictive modeling, and machine learning, are increasingly used in natural gas hedging. This article examines these techniques and their practical applications in managing price risks. By leveraging advanced analytics, companies can gain deeper insights into market trends, improve the accuracy of their hedging strategies, and achieve better financial outcomes. The article highlights the benefits of these techniques and provides examples of their successful implementation in natural gas hedging.