What to do when your sample size is too small for parametric or non-parametric statistics like a t-test, ANONVA, Kurskall-Wallis, or Mann-Whitney U Test. After you have converted your data from Likert Scale to Categorical, you can run a Chi-Square test or Fishers Exact.