For eight months, the U.S. government leaders have operated the machinery of the COVID-19 pandemic following case counts of positive laboratory tests. But, in the middle of a pandemic, case counts are not a representative indicator of infectious disease in a population. Without a measure that is proportional to infection, resistant to ever-change testing criteria and comparable across places and times, the public will not understand how the pandemic is progressing and government leaders will make the wrong decisions.