Problem: Write 160 word substantive response to "Sometimes there is bias in the questions that are asked, the data that is used, how the answers of the participants are interpreted, and even the parts of the end report that are chosen." I wanted to expand on the role of bias in data collection itself. For instance, bias can occur if researchers unintentionally lead participants through the way questions are phrased or by reacting to participants' responses. This can shift participants' answers to align with what they think the researcher "wants to hear" (Maxwell, 2013). Avoiding leading questions, maintaining neutral prompts, and allowing participants to fully explain their perspectives in their own words are critical practices for reducing this form of bias. In my own dissertation, I addressed this by carefully crafting neutral interview questions and then comparing those narratives against survey data. When patterns converged or diverged, I reported them transparently rather than steering participants toward confirming a preexisting assumption. That balance helped reduce the risk of introducing my own bias into participant responses. With reference. Need Assignment Help?