“…We construct our proxy for liquidity providers' behavior using the warrant/option order imbalance (OI) inspired by Christoffersen et al (
2018), which reflects the inventory risk of liquidity providers. We use a method to calculate OI following Bernile et al (
2016) and Luo et al (
2020). Thus, the variables measuring liquidity providers' behavior,
and
, are equally given by
where
and
refer to the trading volume of warrants and options in Hong Kong dollars, respectively.…”