The main purpose of this paper is to see if there’s another way to predict the stock price when the usual assumptions for the forecast model are no longer applied to the market. Once we have a better ability to forecast, finding opportunities to profit from the market would be our goal; thus, we did some back-testing. From the result we had, if TSMC and UMC were in our portfolio, the best strategy would be buying TSMC and selling UMC with a holding period of half a year, which would give us a sharpe ratio of 0.5115 and 78.26% of winning chances. This showed that no matter which kind of market, bull or bear, we were facing, profiting from the market was not out of reach.