What are the Challenges in Analyzing Ordinal Data?
Analyzing ordinal data presents unique challenges. One major issue is the assumption of equal intervals between categories, which does not hold for ordinal data. Standard statistical techniques like linear regression are inappropriate for such data. Instead, specialized methods such as ordinal logistic regression or non-parametric tests like the Mann-Whitney U test are more suitable.
