Misleading scales refer to the improper representation of data that can lead to incorrect conclusions in the field of catalysis. This phenomenon can occur in various forms such as graphical misrepresentations, inappropriate normalization strategies, and skewed comparisons. Understanding these scales is crucial for researchers and practitioners to make informed decisions and advance the field accurately.