Many financial time series in Bangladesh show long-term dependence, meaning they are influenced by past values over a long period. Taking seasonal differences to make the series stationary may not work well because of this long memory behavior. This study is important for policymakers, financial practitioners, and researchers who want to better understand and predict financial trends in Bangladesh.