“…Since BKM estimators are weighted by the underlying's squared or cubed strike price, it might cause estimation bias, especially during the illiquid period in which the call options part will deteriorate, and the put options part will be overstated. Put options price increases rapidly when market exception falls in downside way, resulting in more negative value in estimation (Kozhan et al, 2013; Leontsinis & Alexander, 2017). To account for the jump, discrete, and downside risks (errors) under the BKM method, Kozhan et al (2013) present a new estimation measure.…”