📚 Research Digest

Monday, April 13, 2026

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Practice Effects Confound the Emotion–Performance Link in Self-Regulated Learning: A Reanalysis of Lin et al. (2026) Theoretical 👍 👎
Chi Zhang • PsyArXiv
Finding: This reanalysis demonstrates that apparent negative effects of positive emotions on performance in self-regulated learning tasks are likely methodological artifacts caused by unmodeled practice effects, not genuine psychological phenomena like "coasting."

Why it matters: This directly challenges fundamental assumptions about emotion-performance relationships in learning and highlights critical methodological issues for behavioral science research on motivation and goal-setting.

Method: The authors reanalyze existing data by adding log(trial) learning curves to computational models and implement leave-future-out cross-validation to replace WAIC model selection criteria.

Jargon: WAIC (Widely Applicable Information Criterion) - a model comparison metric; coasting hypothesis - the idea that positive emotions lead to reduced effort and performance.
⭐ Includes replication
📖 Plain-language summary
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