What are the roles of predictive modeling in network capacity planning?

Predictive modeling techniques play a significant role in planning and managing network capacity efficiently by using historical data to forecast future network usage patterns. These techniques analyze data such as past traffic patterns, peak usage times, and growth trends to predict future demand accurately. By forecasting network usage, organizations can proactively plan and allocate resources, such as bandwidth, servers, and storage, to meet anticipated demand. This helps in preventing network congestion, optimizing resource utilization, and ensuring a smooth user experience. Overall, predictive modeling techniques enable organizations to make informed decisions, anticipate capacity requirements, and efficiently manage their network infrastructure.