This paper evaluates the quality of the June 2020 CPS Fertility Supplement in response to data collection issues from the COVID-19 pandemic. In particular, it takes a closer look at the distributions of many of the basic fertility measures, in about the same level of detail that is usually published in the table package released based on these data. It then compares the magnitude of changes between 2018 and 2020 estimates with the magnitude of change seen between earlier data collections. Comparisons are also made to National Survey of Family Growth data.