“…Forecasting stock returns and/or equity premium -which has been in the centre of several studies using both time series and panel data-based approaches (see for example, Rapach et al, (2005, Sousa (2010), Sousa (2011), Sousa (2015aSousa ( , 2015b, Afonso and Sousa (2011), Sousa (2012), Rocha Armada et al (2015, Caporale and Sousa (2016), Sousa et al, (2016), De Castro andIssler (2016), Aye et al, (2017), Costantini and Sousa (2020)) -is an interesting question for at least two reasons. First, practitioners in finance require real-time forecasts of stock returns for asset allocation.…”