Heat maps are a data visualization technique that displays the magnitude of a phenomenon as color in two dimensions. In catalysis, heat maps are used to represent various parameters such as reaction rates, temperature distributions, and concentration gradients. They provide an intuitive way to understand complex data sets, making it easier to identify trends, patterns, and anomalies.