Rank transformation is a non-parametric statistical technique used to convert raw data into ranks, facilitating the analysis of data that do not meet the assumptions of parametric tests. It is particularly useful for handling ordinal data or when data distributions are skewed, as it reduces the influence of outliers and normalizes the distribution.