Accurate statistical seasonal streamflow forecasts developed by incorporating remote sensing soil moisture and terrestrial water storage anomaly information

•Remote sensing data useful for forecasting streamflow where in-situ data lacking.•Multiple linear regression produces accurate seasonal streamflow forecasts.•Incorporating soil moisture and groundwater data improves streamflow forecast accuracy.•Soil moisture, groundwater contributions to forecast accuracy vary across basins.