Box-Jenkins method

A systematic iterative approach to time series modeling developed by George Box and Gwilym Jenkins, consisting of three stages: identification of an appropriate ARIMA model using ACF/PACF plots, parameter estimation, and diagnostic checking. Its seasonal extension, SARIMA, handles periodic patterns in data.