Abstract: 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.

Abstract: 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.