Nature Reviews Physics, Published online: 25 June 2026; doi:10.1038/s42254-026-00955-4 This Technical Review compares data-driven approaches for discovering dynamical models in biology, focusing on regression-based methods, network-based architectures and decomposition techniques. It describes how these approaches extract dynamical information from time-resolved data and evaluates their strengths, limitations and complementarity.