Dependence of regionalization methods on the complexity of hydrological models in multiple climatic regions

•The study evaluated the dependence of regionalization methods on hydrological models.•The performance of regionalization methods assessed in varied climate conditions.•Output averaging option works better than parameter averaging option.•Difference between output and parameter options increases with model complexity.•Simpler models are not superior to complex models in regionalization study.