In this article, we apply the innovation regime-switching model, recently proposed by Kuan et al. (2005, JBES), to identify turbulent and calm regimes in stock prices. Based on the predictions of both regimes, we construct simple trading rules and investigate their profitability. Our results suggest that the proposed trading rules outperform the buy-and-hold strategy.