To see the individual point forecasting behavior we plotted the actual data versus the forecasts from both ETS and ARIMA models in Fig. 5. In general, we find that both ETS and ARIMA models have the capability to forecast the trend movement and seasonal fluctuations fairly well. As expected, the exceptional increase in the sales of flats observed in March and April 2012 was not predicted by both models which under-forecasted the situation.