We thank members of the Promoting Active Learning and Mentoring (PALM) Network for providing feedback on the ideas in this Essay. In addition, we thank Sonja Cwik, Mark Harrison, Kathleen Ryan, Pranshu Gupta, and Steven Sweeney for providing their perspectives on the use of PSL in physics, math, and engineering education.