(2.) Did the student analyze the resonance structure correctly? (3.) Did the student reach the correct conclusion? If resonance was not used, the researcher coded the resource the student applied. To avoid bias and errors, the coding structures applied by the researcher were reviewed during one-on-one meetings with the PI, and each item was discussed until consistency was reached. In this process, the initial binary coding structure and transcriptions