Market Research: Foundations to Practice · Writing Unbiased Survey Questions
Leading and Loaded Questions
A leading question is often invisible to the person who wrote it, precisely because they already agree with the implied answer. This chapter covers how to spot and fix this bias.
A leading question subtly pushes a respondent toward a particular answer, often through an embedded assumption or emotionally charged language, such as asking 'How much did you enjoy our award-winning support?' which presupposes both enjoyment occurred and frames the support as already validated by an award, rather than neutrally asking how the respondent would describe their experience [1].
Key Takeaways
- A leading question subtly pushes respondents toward a particular answer through embedded assumptions or emotionally charged language.
- This bias is often invisible to its author, since the researcher frequently already holds the assumption embedded in the question.
- Loaded language embeds emotionally charged or value-laden framing that colors perception, independent of respondents' actual underlying opinions.
- The fix is stripping adjectives, assumptions, and charged framing, rewriting the question in genuinely neutral language.