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Psychological Phenomena

Selection Bias

Probability and Statistical Reasoning Biases

Selection bias is the error introduced when the individuals, groups or data selected for analysis are not representative of the population intended to be analyzed, because the selection process itself is not random. It can arise in many forms, including sampling bias, in which a survey systematically over- or under-represents certain groups, and self-selection bias, in which the people who choose to participate in a study differ systematically from those who do not. Selection bias is a central methodological concern across the sciences because it can produce conclusions that appear statistically sound within the biased sample but do not generalize to the broader population the researcher actually intended to study, and survivorship bias is one commonly cited special case of it.

Facts
Core Claim
The bias typically arises when a study conditions on a factor that is itself shaped by both the exposure and the outcome under study, manufacturing an association between the two that does not exist in the eligible population as a whole. 1
Classification
Type of Phenomenon
Cognitive Phenomenon 1
Sources
1. Wikipedia: Selection bias
Wikimedia Foundation
  • lead paragraph, definition
    Selection bias is the bias introduced by the selection of individuals, groups, or data for analysis in such a way that the association between exposure and outcome among those selected for analysis differs from the association among those eligible.
  • lead section, defining sentence
    Selection bias is the bias introduced by the selection of individuals, groups, or data for analysis in such a way that the association between exposure and outcome among those selected for analysis differs from the association among those eligible.
  • lead section, phenomenon-kind classification
    Selection bias is the bias introduced by the selection of individuals, groups, or data for analysis in such a way that the association between exposure and outcome among those selected for analysis differs from the association among those eligible.
  • In Group: Selection and Sampling Biases, Lead
    Selection bias is the bias introduced by the selection of individuals, groups, or data for analysis in such a way that the association between exposure and outcome among those selected for analysis differs from the association among those eligible.
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Catalogue of Bias: Selection bias
definition, opening sentence
Quote, definition, opening sentence
occurs when individuals or groups in a study differ systematically from the population of interest leading to a systematic error in an association or outcome.
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NCBI Bookshelf: Statistical Methods in Cancer Research, Selection Bias and Other Miscellaneous Biases
Section 5.1, Introduction
Quote, Section 5.1, Introduction
Selection bias is present when the effect estimate (e.g. the odds ratio [OR]) of the association between the exposure and the outcome in the study population is different from that in the source population, because of selective recruitment into the study or selective loss to follow-up.
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