The Cox model is based on the proportional hazards assumption, which implies that the hazard ratios are constant over time. This means the effect of covariates on the hazard is multiplicative and does not change with time. Violation of this assumption can lead to incorrect conclusions, so it is crucial to test and validate it using statistical methods like Schoenfeld residuals.
