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Self-selection bias

As explained in Effective Data Analysis

Self-selection bias is systematic distortion caused by differences between people who choose to participate in a study and those who do not.

Self-selection bias is systematic distortion caused by differences between people who choose to participate in a study and those who do not. These differences can matter when participation relates to the topic being measured. section 6.2.1

The risk is especially important for self-report measures. A survey about stress and time management, for example, may receive fewer responses from people with less free time, making the respondents unlike the broader group of interest. Treat participation patterns as a limitation when interpreting survey results and discussing them with stakeholders. section 6.2.1

Table 6.3 Pros and cons of self-report vs. behavioral measures
Self-report measures
Behavioral measures
✓ Easy to administer
✓ Direct, precise measurement
✓ Flexible questions and responses
✓ Easily combined with other data sources
✗ Prone to multiple forms of bias
✗ Concerns about ethics and intrusiveness
✗ Indirect measurement of a concept
✗ Resource intensive to set up data capture

Compare self-report and behavioral measures to see how selection-related bias fits among broader measurement trade-offs. section 6.2.1

How Effective Data Analysis covers it

How deep it goes
Defines the distortion and illustrates it with a survey example, but does not provide correction procedures.
Examples
Uses a stress and time-management survey whose busiest potential participants may respond less often.
What it assumes
Assumes familiarity with self-report measures and distinguishes them from behavioral measures.
What you can do after
Evaluate self-report findings by considering whether participants differ from nonparticipants in topic-relevant ways.
How it connects
Connects self-report measures with measurement bias, indirect measurement, and behavioral measures.

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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.