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Updated: Jun 13, 2026

The Joint Effect of Social Comparison and Social Distance on Evaluation of Intertemporal Choice Outcomes in Event-related Potential Studies
Published on: August 25, 2023
Phantom behavioral assimilation effects: systematic biases in social comparison choice studies
Herbert W Marsh1, Marjorie Seaton, Hans Kuyper
1Department of Education, University of Oxford, 15 Norham Gardens, Oxford OX2 6PY, UK. herb.marsh@education.ox.ac.uk
Students often choose slightly superior peers for comparison, a phenomenon called behavioral assimilation effect (BAE). This study reveals that measurement errors can inflate BAEs, but latent-variable models offer a more accurate assessment.
Area of Science:
- Psychology
- Social Psychology
- Personality Research
Background:
- Social comparison theory (SCT) suggests individuals compare themselves to others.
- Previous research indicated upward comparison choices benefit subsequent performance (behavioral assimilation effect, BAE).
- Uncontrolled measurement error in pretest achievement was a potential confound in prior studies.
Purpose of the Study:
- To investigate the role of measurement error in the observed behavioral assimilation effect (BAE).
- To re-evaluate the magnitude of BAEs using methods that control for measurement error.
- To demonstrate the utility of latent-variable models in personality research with correlational data.
Main Methods:
- Studies 1 and 2 utilized pretest achievement data to examine the influence of measurement error on BAE.
- Study 3 employed simulated data and latent-variable models with multiple indicators to eliminate phantom BAEs.
- Studies 4 and 5 applied latent-variable models to existing datasets (Blanton et al., 1999; Huguet et al., 2001) to correct for measurement error.
Main Results:
- Uncontrolled measurement error in pretest achievement partially accounted for the apparent BAE in initial studies.
- Latent-variable models successfully eliminated phantom BAEs in simulated data.
- Re-analysis of existing data using latent-variable models yielded substantially smaller, yet still significant, positive BAEs.
Conclusions:
- The behavioral assimilation effect (BAE) is partially an artifact of measurement error in pretest variables.
- Latent-variable modeling provides a robust approach to correct for measurement error biases in personality research.
- Failure to control for measurement error positively biases the apparent effects of personality variables in correlational studies.
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