An option market maker who executes an option order turns to the stock market to hedge away the underlying stock exposure. Thus, the stock exposure imbalance in option transactions translates directly into order imbalance in stock trades. In this paper, I decompose total order imbalance in stock transactions into the imbalance induced by option transactions and the imbalance induced by stock transactions independent of option trading activities. I find that the stock exposure imbalance induced by option transactions has strong predictive power of stock returns that does not reverse at long horizons. The independent stock order imbalance has a transitory price impact. The option-based stock return prediction increases with the level of information asymmetry, short-sale costs, and options market activity. The option-induced imbalance also predicts cumulative abnormal returns five days before earnings announcements.JEL Classification: G14, G12, G13.