Interpreting graphical data requires a keen understanding of the reaction mechanisms and the nature of the catalysts involved. For instance, a steep slope in a Reaction Rate vs. Time plot indicates a fast reaction, while a plateau suggests that the reaction has reached equilibrium. Similarly, in an Arrhenius Plot, the slope of the line can be used to calculate the activation energy, providing insights into the energy barrier of the reaction.