Inferential aspects of the zero-inflated Poisson INAR(1) process

•Provide Yule–Walker and two-step Conditional Least Squares estimation methods.•Comparison with the Conditional Maximum Likelihood approach under misspecification.•Obtain the asymptotic distribution of the Yule–Walker estimators.•Two real count time series data are analysed based on our methodology.