Before revision:  Inferring causal relationships from data  is an ambitious task that is particularly challenging in cognitive neuroscience.
After revision:  In this review and perspective article, we introduce the concept of causality in the context of cognitive neuroscience and review existing methods for inferring causal relationships from data is an ambitious task that is particularly challenging in cognitive neuroscience.