The effectiveness of COVID-19 predictions varies. Early in the pandemic, models helped guide initial responses, but they often had wide confidence intervals. As more data became available, predictions improved. However, the unpredictable nature of human behavior and virus mutations means that all predictions have inherent uncertainties.