Sporting injuries Sports & exercise medicine Training Methodological WHAT IS ALREADY KNOWN ON THIS TOPIC There is a large interest among athletes, coaches and clinicians in managing changes in training load for injury prevention. Longitudinal data from observational studies or load monitoring programmes can provide valuable insights into the causal effect of changing load on injury risk, but data must be analysed appropriately.