In this session, we will engage in a learner-centered approach to developing scientific principles through data. Participants will work together to build a model of a phenomenon that they observe through videos and experimental apparatus. We will conclude by looking at student data from their engagement in a similar activity. We will discuss how “pedagogical tools” can be used to facilitate knowledge construction in the classroom using science and engineering practices.