Classification Errors and Bias Regarding Research on Sexual Minority Youths

Bibliographic Data

ID9733738
AuthorsJoseph R Cimpian (0000-0001-6111-8895, New York University, New York, NY, corresponding author)
Year2017
Volume46
Issue9
Pages517-529
Publication date2017-12-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueEducational Researcher (JOURNAL)
Journal identifiersISSN: 0013-189X • E-ISSN: 1935-102X
PublisherAmerican Educational Research Association (AERA) (PUBLISHER)
DOI10.3102/0013189x17733973
OpenAlexW2775298610
LanguageEN
Citations received17
References cited45

Quantitative research on sexual minority youths (SMYs) has likely contributed to misperceptions about the risk and deviance of this population. In part because it often relies on self-reported data from population-based self-administered questionnaires, this research is susceptible to misclassification bias whereby youths who are not SMYs are classified as such and vice versa. I introduce a taxonomy of classification errors, including seven unique sources, and discuss the potential effects of each error on estimates of youth outcomes. Through examples, I illustrate how researchers can detect and correct such errors and discuss how piecewise attempts to address bias can sometimes unintentionally exacerbate other forms of bias. Finally, I propose a unified conceptual model for addressing the various error sources, urging researchers to take a proactive and integrative approach to data validity by attending to errors at each step in the research process, from questionnaire development to data analysis. Although I focus on errors specific to the topic of sexuality research on youths, this argument can serve as a broader template for the development of taxonomies of error along other dimensions considered in educational research, such as race and disability status

Data science · Deviance (statistics · Machine learning · Population · Sociology · African Sexualities and LGBTQ+ Issues · Computer Science · Electoral Systems and Political Participation · LGBTQ Health, Identity, and Policy · Psychology · Social Psychology

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