By now US higher education institutions that participated in the 2016 NSSE survey may have received their results.  This note serves as a friendly reminder for them to take an extra caution when reading the reports.  Needless to say that taking the mathematical average or statistical mean on categorical data from the stand point of education/IRI or data analytics may not be exactly appropriate.  A couple of years ago, the Association has raised this issue.