Highlights
•A new two-parameter general inflated Poisson distribution is proposed and studied.
•The proposed model can be effectively used for fitting underdispersed and overdispersed count data.
•A general mechanism for inflating the zero and non-zero values of any discrete distribution is offered.
•Real-data examples illustrate the practical usefulness of the proposed model.