This paper follows Harvie and Grasselli and Maheshwari’s research program in testing both Goodwin’s predator–prey model and the extension proposed by van der Ploeg. The aim of this paper is to provide a guideline for the bloc estimation and the backtesting strategy that can be applied to such a class of continuous-time non-linear macroeconomic models.