• Time-series forecasting methods, including a Lotka-Volterra inspired and ARIMA, effectively predict ensembles of five consecutive years over the Rio de la Plata Grasslands. • Increasingly available long-term annual LULC maps are fundamental to support short-term projections on threatened ecosystems.