Historical time series is crucial for forecasting because it provides a baseline of past patterns and trends, including seasonal variations, deviations, and anomalies. By using Solcast's bankable historical data, you can develop predictive models that accurately estimate solar irradiance which is beneficial for grid management, energy trading, and asset operational planning.