“…The push to promote STEM education has set in motion widespread reforms in the way that science is taught in schools (e.g., National Research Council, 2013). Substantial research effort has also been invested in characterizing the development of scientific literacy and interests throughout grade-school (Alexander, Johnson, & Kelley, 2012; Bathgate, Schunn, & Correnti, 2014), and identifying aspects of experience inside and outside the school that help shape that developmental course for individual children (e.g., Dunbar & Klahr, 1989; Erdosne Toth, Klahr, & Chen, 2000; Kuhn et al, 1988; Meyer, Wardrop, & Hastings, 1992; Zimmerman, 2000).…”