“…Further, Bollen and Whaley (2004) do not clearly interpret the information effect of options demand but rather explain only the mechanical relationship between investor demand and changes in the implied volatility structure. Subsequent studies, such as those of Chan, Cheng, and Lung (2004), Chuang, Tsai, and Wu (2020), Duan and Hung (2010), Larkin, Brooksby, Lin, and Zurbruegg (2012), Pai, Lee, and Lin (2017), and Pan, Shiu, and Wu (2015), all of which employ Bollen and Whaley's (2004) net buying pressure measure, share the same limitation. They ignore the fact that each options market contains different types of options demand.…”