LSTMs utilize the multiplier response function to analyze shock propagation in economic systems, offering a superior ability to capture nonlinear dynamics and real-time states compared to traditional VAR models, thereby improving forecasting accuracy. This article was originally published here: Shock Dynamics in Multivariate Time Series Systems Using LSTM Models