In arXiv:1105.1081, Eriksen and Wehus try to criticise the use of Kolmogorovs stochasticity parameter (KSP) for CMB data analysis. Their discussion is based on a serious misunderstanding of the randomness and Arnolds work. Their note includes numerous further inaccuracies and groundless statements. However, this short note is concerned with KSP method only.