reply to this post Nonnormal, or skewed, data can be transformed so that they approximate a normal distribution. Researchers should exercise caution when interpreting results after data transformation. Although transformation can enhance the approximation to normality, it has the potential to change the interpretation of statistical parameters like means and standard deviations. Therefore, it is essential to maintain the integrity of statistical analyses by ensuring clear reporting and interpretation of results