A Simple Out-of-Sample Test of Predictability against the Random Walk Benchmark

Pincheira, Pablo; Hardy, Nicolas; Andrea Bentancor

Keywords: exchange rates, forecast evaluation, commodities, random walk, asset returns, hypothesis testing

Abstract

We show that a straightforward modification of a trading-based test for predictability displays interesting advantages over the Excess Profitability (EP) test proposed by Anatolyev and Gerco when testing the Driftless Random Walk Hypothesis. Our statistic is called the Straightforward Excess Profitability (SEP) test, and it avoids the calculation of a term that under the null of no predictability should be zero but in practice may be sizable. In addition, our test does not require the strong assumption of independence used to derive the EP test. We claim that dependence is the rule and not the exception. We show via Monte Carlo simulations that the SEP test outperforms the EP test in terms of size and power. Finally, we illustrate the use of our test in an empirical application within the context of the commodity-currencies literature.

Más información

Título de la Revista: Mathematics
Volumen: 10
Fecha de publicación: 2022
Página de inicio: 228
URL: https://www.mdpi.com/2227-7390/10/2/228
Notas: WOS