In this paper, we give an information-theoretic treatment of the thermodynamic arrow of time. We focus on a time-reversible stochastic process that does not have any inherent temporal direction. We say a process is locally reversible if its transition probabilities between two consecutive states are unchanged under time reversal. We show that local reversibility is not preserved in general when a process is mapped to another. We show how localized temporal direction and causal relationship can emerge when a process is mapped to a sequence of types.