Response bias
Response bias is a general term for a wide range of cognitive biases that influence the responses of participants away from an accurate or truthful response. It is a type of bias that can affect the validity of survey or questionnaire results. Response bias can occur in various forms, including social desirability bias, acquiescence bias, and extreme response bias.
Types of Response Bias[edit | edit source]
Social Desirability Bias[edit | edit source]
Social desirability bias occurs when respondents answer questions in a manner that will be viewed favorably by others. This can lead to over-reporting of "good" behavior or under-reporting of "bad" behavior. It is particularly prevalent in self-report surveys on sensitive topics such as drug use, sexual behavior, and income.
Acquiescence Bias[edit | edit source]
Acquiescence bias, also known as "yea-saying," occurs when respondents have a tendency to agree with all the questions or to indicate a positive connotation. This can skew the results of surveys, especially those using Likert scales.
Extreme Response Bias[edit | edit source]
Extreme response bias is the tendency of respondents to use the extreme ends of a scale, regardless of the content of the question. This can distort the data, making it difficult to interpret the true attitudes or behaviors of the respondents.
Other Types[edit | edit source]
Other forms of response bias include recall bias, where respondents may not accurately remember past events, and nonresponse bias, which occurs when the responses of those who participate differ significantly from those who do not.
Causes of Response Bias[edit | edit source]
Response bias can be caused by various factors, including the wording of questions, the format of the survey, the social context, and the characteristics of the respondents. For example, leading questions can prompt respondents to answer in a particular way, while the presence of an interviewer can influence responses due to social desirability.
Mitigating Response Bias[edit | edit source]
Several strategies can be employed to mitigate response bias, including:
- Ensuring anonymity and confidentiality to reduce social desirability bias.
- Using neutral wording in questions to avoid leading respondents.
- Employing balanced scales to minimize acquiescence bias.
- Randomizing question order to reduce order effects.
Related Pages[edit | edit source]
- Bias
- Survey methodology
- Questionnaire
- Social desirability bias
- Acquiescence bias
- Extreme response bias
- Recall bias
- Nonresponse bias
See Also[edit | edit source]
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Contributors: Prab R. Tumpati, MD