In this example, you found that the post hoc tests revealed a difference in spending between customers who shopped biweekly and those who shopped more often. The estimated marginal means and profile plots revealed an interaction between the two factors, showing that male customers who shop once a week are more profitable than those who shop more often, while the pattern is reversed for female customers.