The article is focused on examining GARCH models with different lags on variety of financial time series. The first part describes an eduction of the best forecasting ability model with the help of out-of-sample criterion. The second section portrays series of tests that were performed in order to investigate statistical significance of chosen model. The third gives several inferences about correlation between statistical and economic significance.