Throughout the COVID-19 pandemic, the one consistent theme has been the constantly changing environment, making it difficult to predict future outcomes. These changes have included new variants that are more infectious, the impact of vaccines, seasonality, and dynamic government intervention measures. On top of the introduction of new variables over time, there has also been new information on the known factors.