State–space models (SSMs) are an important modeling framework for analyzing ecological time series. These hierarchical commonly used to model population dynamics, animal movement, and capture–recapture data, now increasingly being other processes. SSMs popular because they flexible the natural variation in processes separately from observation error. Their flexibility allows ecologists continuo...