Recognizing participant fatigue early is crucial for maintaining data quality. Some common signs include:
Incomplete Responses: Participants leave questions unanswered. Patterned Responses: Participants provide repetitive or patterned answers (e.g., always selecting the first option). Dropouts: Increased dropout rates during the study period. Extended Response Times: Participants take significantly longer to complete surveys.