South African stock return predictability in the context data mining: The role of financial variables and international stock returns

► We examine predictability of financial variables for South African stock returns. ► Only stock returns for our major trading partners have in-sample predictive power. ► Interest rates and foreign stock returns show out-of-sample predictability. ► Evidence of the out-of-sample predictability is due to data mining.