System and methods for proactive network infrastructure component monitoring and replacement

Systems, computer program products, and methods are described herein for proactive network infrastructure component monitoring and replacement. The present invention is configured to transmitting instructions to display a manager input portal via a graphical display of a user device; receiving input via the graphical display of the user device for one or more network components or constraint variables; initiating a logic algorithm to determine the effects of the one or more network components or constraint variables on an assignment list; generating an updated assignment list and analyze the updated assignment list in comparison with one or more prior versions to determine one or more changes; generating a link between the one or more changes and the received input; and using a machine learning algorithm, forecasting one or more additional changes in order to generate an optimized recommendation for the updated assignment list.