This paper applies two methodologies of herding to a number of stock markets in Africa, Asia, Europe, and America, and … detecting the herd behavior. The results show that the herding behavior is asymmetric to the market turns. We demonstrate that … herding is significantly higher during market upturns, which contradicts the earlier findings. The results of the ARCH model …