On finding a significant association between rows and columns of an r x c contingency table, the next step is to study the nature of the association in more detail. The use of a scree plot to visualize the largest contributions to Χ2 among all cells in the table in order to determine the nature of the association in more detail is proposed.
Lesser, Martin L. and Akerman, Meredith B.
"An Exploratory Graphical Method for Identifying Associations in r x c Contingency Tables,"
Journal of Modern Applied Statistical Methods:
1, Article 7.
Available at: http://digitalcommons.wayne.edu/jmasm/vol13/iss1/7