A Lewis Dot Structure is a graphical representation of the valence electrons in an atom, molecule, or ion. These structures help in understanding the bonding between atoms and the arrangement of electrons around the atoms. In the context of catalysis, Lewis Dot Structures are essential for predicting the reactivity and stability of catalytic species.