In this step, whether a student attempted to look for resonance or noticed the conjugation playing a role was coded to account for the unsuccessful use of resonance, which led to the second theme. Ultimately, the researcher and PI independently reviewed and re-coded the data and reviewed both coding structures until consistency was established between the codes and 230 conclusions.