“…The idea that guided us when choosing the elements of knowledge to be represented in the matrix was that students who knew these elements of knowledge should have the basic knowledge expected from high school chemistry majors. The matrix is based upon elements of knowledge drawn from the ATLAS (AAAS, 2007), high school text books (e.g., Ebbing and Gammon, 2002;Zumdahl, 1989), research literature on high school chemistry (Ben-Zvi et al, 1986;Coll and Taylor, 2002;Coll and Treagust, 2001;Harrison and Treagust, 2000;Herron, 1996;Levy Nahum et al, 2006;Othman et al, 2008;Peterson et al, 1986;Scalise et al, 2006b;Taagepera and Noori, 2000;Taber, 2001;Taber and Coll, 2002;Teichert and Stacy, 2002), and verbal and written utterances made by students and teachers as they learned and taught about chemical bonding.…”