"Statistics at a Crossroads: Challenges and Opportunities in the Data Science Era" brought together leading researchers and educators to develop a 10-20 year vision for the field of Statistics taking advantage of the unprecedented opportunities and challenges in the era of data science. Here Cynthia Rudin shares her 10 minute presentation, “Please Stop Doing Explainable ML.”