This post develops a seasonal ARIMA forecast for household electricity consumption using four years of minute-by-minute meter data from UCI, achieving 0.2774 kW mean absolute error. The analysis covers data cleaning, stationarity testing, multiple modeling approaches including GARCH and state space models, and backtesting procedures to predict daily power use.