How do the perceived length and complexity of a questionnaire typically impact respondent participation?

A researcher adds 15 exploratory questions that are only loosely related to the study's main research question to the end of an already lengthy survey. This strategy is likely to reduce the number of participants who fully complete the questionnaire.