Unengaged Participants and Reverse-Score Items: Implications for the Factor Structure of Non-Cognitive Measures

Unengaged participants can cause interpretation issues for non-cognitive scale scores. Some participants respond too quickly (rapid response) or consistently select the same response option, even if items are reverse-scored (streamlining). This behavior can influence the factor structure of scores. Removing these participants improves model fit to the specified factor structure.