Vaccines are a critical component in COVID-19 predictions. High vaccination rates can significantly reduce transmission and severity of outcomes. Models incorporate vaccination rates and efficacy to forecast potential future scenarios. The development and distribution of vaccines have been pivotal in shaping the trajectory of the pandemic.