Before revision:  We provide a novel characterization: the parallel trends assumption holds under all  monotonic transformations of the outcome if and only if a stronger "parallel trends"-type assumption holds on the entire distribution of  potential outcomes.
After revision:  We provide a novel characterization: the parallel trends assumption holds under all strictly monotonic transformations of the outcome if and only if a stronger "parallel trends"-type assumption holds on the entire distribution of potential outcomes.