This thesis explores the implementation of three quantitative investment strategies – the dividend yield strategy, the EV/EBITDA strategy, and the momentum strategy – within the Swedish stock market using Equal-Weighted Portfolios (EWP) and Value-Weighted Portfolios(VWP). The analysis is based on backtesting during the periods 2009 − 2022, 2001 − 2022, and 1992 − 2022, for each strategy respectively. The research aims to assess the risk-adjusted returns of these strategies and compare the performance of the EWP and the VWP. The results indicate that all the tested quantitative investment strategies beat the market. Moreover, the VWP achieve higher annual returns compared to the EWP. However, when considering risk-adjusted returns, the EWP generally demonstrate superior performance. Specifically, the EWP incorporating momentum monthly rebalancing exhibit the largest risk-adjusted returns.