Uncertainty analysis is a systematic approach to quantifying the uncertainty in the outcome of a model or system due to the uncertainty in its inputs. It helps in understanding the impact of variability and lack of knowledge on the predictions and decisions derived from the model, thereby guiding risk management and decision-making processes.