Layer Depth on Backpropagation

Imagine you are working as a Machine Learning Engineer at Facebook. Your current assignment involves transitioning from a basic neural network to a more complex deep neural network. Your supervisor is interested in understanding how the backpropagation algorithm's performance is influenced by the increase in the number of layers and nodes within each layer. How would you describe this relationship?