Information theory, model error, and predictive skill of stochastic models for complex nonlinear systems

► Relative entropy as a metric of predictive skill and model error. ► Long-range predictive skill revealed through coarse-grained partitions of phase space. ► Equilibrium consistency condition in long-range forecasts. ► Predictive fidelity of nonstationary autoregressive models with periodic external factors.