Skip to main content
All publications

Journal Article · 2022

Large Studies Reveal How Reference Bias Limits Policy Applications of Self-Report Measures

Lira, Benjamin, Joseph M. O'Brien, Pablo A. Peña, Brian M. Galla, Sidney D'Mello, David S. Yeager, Amy Defnet, Tim Kautz, Kate Munkacsy, and Angela L. Duckworth

Scientific Reports, 12: 19189

Abstract

There is growing policy interest in identifying contexts that cultivate self-regulation. Doing so often entails comparing groups of individuals (e.g., from different schools). We show that self-report questionnaires—the most prevalent modality for assessing self-regulation—are prone to reference bias, defined as systematic error arising from differences in the implicit standards by which individuals evaluate behavior. In three studies, adolescents (N = 229,685) whose peers performed better academically rated themselves lower in self-regulation and held higher standards for self-regulation. This effect was not observed for task measures of self-regulation and led to paradoxical predictions of college persistence 6 years later. These findings suggest that standards for self-regulation vary by social group, limiting the policy applications of self-report questionnaires.

PDFPublisher

Tim Kautz

Economist studying the skills that help people succeed in education, employment, and life

© 2026 Tim Kautz