This paper introduces two new techniques that account Edgeworth correction for confidence intervals in classical Bollinger Bands. The performance of these techniques was evaluated to the 30 stocks of the Dow Jones Industrial Average Index and compared with performance metrics grouped by returns, risk, and risk-return measures. The results show the outperformance of our proposal over the Bollinger Bands for different cases and using the contrarian trading strategy.