A wavelet based investigation of long memory in stock returns

► Long memory is investigated via a wavelet-based fractional integration estimator. ► Long memory is observed in rolling windows in emerging market aggregate returns. ► The long memory feature observed in the market returns may be a spurious result. ► Evidence of long memory is found in twenty percent of the individual stocks. ► Predictability in the returns is associated with firm size.