questionnaire limitations

In the fields of statistics and psychological research, a ceiling effect represents a critical measurement challenge. This phenomenon occurs when the instrument used to collect data—such as a survey, test, or questionnaire—has an inherent upper limit, and a disproportionately large percentage of participants achieve scores clustered near or at this maximum possible value. When a […]