The issue of income inequality is one Americans continually wrestle with the COVID 19 pandemic bringing to light how housing, health, and general wellbeing are impacted by the unequal distribution of wealth. Income inequality in the United States is the focus of this episode of Stats and Stories with guest Joseph Gastwirth. Dr. Gastwirth is a Professor of Statistics and Economics at George Washington University. Over the course of his career he has written over 300 peer-reviewed articles, which have appeared in the Annals of Statistics, Journal of the American Statistical Association, Journal of the Royal Statistical Society, Econometrica, Review of Economics and Statistics, Statistical Science, Annals of Human Genetics, Human Heredity, Jurimetrics and Statistics and Public Policy. His research has covered a variety of topics in statistical methodology and applications. Of special note are: his early work on order and non-parametric statistics, his research on estimating measures of economic inequality, fairness and discrimination and on the role of statistical evidence in jury discriminations, equal employment and other types of legal cases. The American Statistical Association awarded him Noether Award for his contributions to nonparametric statistics in 2012 and the Karl E. Peace Award for outstanding statistical contributions for the betterment of society in 2019.