A system described herein may identify sets of seed parameters that are each associated with a respective User Equipment (“UE”) of a group of UEs. The system may generate, based on the seed parameters for each UE, a respective set of UE usage metrics for each UE, and may generate a set of aggregate UE usage metrics based on the generated sets of UE usage metrics. The system may compare the aggregate UE usage metrics to a measure of network capacity; determine an amount of time that a measure of UE usage exceeds the measure of network capacity; determine that the amount of time, that the measure of UE usage exceeds the measure of network capacity, exceeds a threshold amount of time; and modify network configuration parameters based on determining that the amount of time, that UE usage exceeds the network capacity, exceeds the threshold amount of time.