Facing ecological data sets of unprecedented size and complexity, environmental scientists are struggling to understand and exploit powerful statistical tools for making sense of ecological processes. This work introduces them to these methods in modeling and computation. It also describes how complexity can motivate a shift to Bayesian methods. sakriti opis