We prove that a class of one-dimensional maps with an arbitrary finite number of non-degenerate critical and singular points admits an induced Markov tower with exponential return time asymptotics. This implies that the map has an absolutely continuous invariant probability measure. Moreover, we establish a relationship between the rate at which the return time function decays and the decay of correlations for non-Hoelder observables.