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Question wording

As explained in Effective Data Analysis

Question wording is the choice and arrangement of language used to formulate a survey question.

Question wording is the deliberate choice and arrangement of language used to formulate a survey question. Precise, unbiased wording reduces ambiguity, response bias, and measurement error, producing more accurate and reliable self-report data. section 6.2.2

Avoid wording problems that can distort responses:

  • Ambiguous questions, such as “Do you like our software?”, leave respondents unsure what aspect to evaluate. section 6.2.2
  • Leading language, such as “Wouldn’t you agree...?”, suggests a desired answer or embeds assumptions. section 6.2.2
  • Double-barreled questions combine two distinct concepts, making it difficult to answer each part accurately. section 6.2.2

From general preference to actionable feedback

Replace “Do you like our software?” with “What aspects of our software do you find most helpful in your day-to-day work?” The revised question specifies the subject of evaluation and elicits more useful detail. section 6.2.2

Figure 6.7 How do you think the wording of these questions might affect the responses you receive?
figure

Compare alternative question structures and consider how presentation may change the answers respondents provide. section 6.2.2

How Effective Data Analysis covers it

How deep it goes
Explains ambiguity, leading language, and double-barreled questions with contrasting examples and revisions.
Examples
Uses software-preference questions to contrast ambiguous and precise wording, plus examples of leading and double-barreled questions.
What you can do after
Apply precise and unbiased wording to reduce ambiguity, response bias, and error in survey data.
How it connects
Links question wording to self-report measurement, response formats, rating scales, measurement error, and response bias.

This explainer was generated by Manning's knowledge graph from the text of Effective Data Analysis. The section links point to the parts of the book it draws on.