Even if there is no auto-correlation coefficient for purely nominal variables, investigators may rely on chi-square statistics to assess the order of a dynamical system. We showed an example of such analysis on configurations.
As expressed often in this work, a significant chi-square test never indicate the direction of the relationship between variables. Two significant tests could represent completely opposite patterns of transitions, so researchers are again encouraged to examine the transitional matrices, either in numerical or graphical forms.