A contingency table is a statistical tool used to display the multivariate frequency distribution of categorical variables, originally termed by Karl Pearson in 1904. It aids in examining relationships between two variables and showcases counts for combinations of categories. To interpret the table, one should analyze row and column totals and calculate marginal proportions to understand the distribution of observations.