Collecting, analyzing, and displaying data provide rich opportunities to connect mathematics and science concepts. However, mathematics and science teacher educators rarely work together to design tasks that connect mathematics and science. In this article, we describe collaboration between a mathematics teacher educator and a science teacher educator that included the design of an inquiry-based project for preservice elementary teachers to draw on the natural connections of these disciplines. We also discuss preservice teacher learning outcomes from the project and present recommendations for teacher educators.