In this paper, we introduce a new class of distributions called power quasi Lindley (PQL) distribution for modeling non-monotone survival data. This class of distributions includes several distributions such as Lindley, power Lindley, quasi Lindley, gamma, and generalized gamma distributions as special cases. Some statistical properties of the PQL distribution are explicitly derived.