Many ecological systems have chaotic or near-chaotic dynamics. In such cases, it has proved difficult to test whether data fit particular models that might explain the dynamics, because the noise in the data make statistical comparison with the model impossible. This author has devised a statistical method for making such inferences, based on extracting phase-insensitive summary statistics from the raw data and comparing with data simulated using the model.