One common issue is the improper use of axes in graphs. For instance, not starting the y-axis at zero can exaggerate small differences in catalytic performance. Similarly, using different scales for comparative data can make one catalyst seem superior when, in reality, it is not. It's essential to use consistent and appropriate scales to ensure accurate data interpretation.