This paper examines direction-of-change predictability in commodity futures markets using a variety of binary probabilistic techniques. As well as traditional techniques, we apply Variable Length Markov Chain (VLMC) analysis, an innovative technique popularised computational biology when predicting DNA sequences (Bühlmann & Wyner, 1999). To the best our knowledge, this is first application VLMC...