Likert / Top-Box Survey Analysis In Minutes

What's in the report?

Standard-library analysis: your Likert-scale survey items analysed as the ordinal data they are, not as if they were numbers. Map the columns holding your scale answers and get, for every item, the full response distribution, the top-box and top-2-box shares, the bottom-box share, the median response category and the modal category, plus a diverging stacked bar across all items so you can rank them at a glance. The scale itself is detected and stated from the data — numeric codes (1-5, 1-7) or text labels ("Strongly disagree" through "Strongly agree") ordered by their wording rather than alphabetically. An optional grouping column compares the groups with a rank-based test (Mann-Whitney or Kruskal-Wallis), Holm-corrected across items, never a t-test on the raw codes.