In this thesis, we examine two approaches to enhance the performance of a momentum strategy. First, we investigate if stocks with similar cumulative returns but different daily standard deviation during the formation period perform differently in the holding period. We find a large variation in the performance of portfolios within each decile formed on cumulative returns, where the most volatile portfolio clearly underperforms. We construct a volatility dependent momentum strategy, that excludes the most volatile winners and losers. We find that our volatility dependent momentum strategy outperforms a generic momentum strategy, with an annualized Sharpe ratio of 0.43 versus 0.35. Similar to other momentum strategies, we find that our vol...