Scientific Reports (Nov 2022)

Large studies reveal how reference bias limits policy applications of self-report measures

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

DOI
https://doi.org/10.1038/s41598-022-23373-9
Journal volume & issue
Vol. 12, no. 1
pp. 1 – 12

Abstract

Read online

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.