it will not accurately represent the shape of the interaction in the data. If the researcher did not plot the actual data points and instead relied on a significant p-value associated with the cross-product term as evidence of interaction, this inaccuracy would go unnoticed. Biased estimates and increased Type I and Type II error rates would result.