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信念更新中的推断-预测差距

The Inference‐Forecast Gap in Belief Updating
Econometrica · 2026 · Tony Fan、Yucheng Liang、Cameron Peng

中文摘要

来自实验室和实地的证据揭示了人们对新信息既存在反应不足,也存在反应过度。我们通过比较人们在相同信息环境中如何进行推断和修正预测,为反应不足与反应过度的内在机制提供了新的实验证据。参与者在推断潜在状态时对信号反应不足,但在修正关于未来结果的预测时对同一信号反应过度——我们将这一现象称为“推断-预测差距”。我们表明,这一差距在很大程度上由两项任务中所使用的不同简化启发式所驱动。额外的实验处理表明,启发式的选择受到信息环境中的统计量与信念更新问题所引出的统计量之间相似性的影响。

Abstract

Evidence from the laboratory and the field has uncovered both underreaction and overreaction to new information. We provide new experimental evidence on the underlying mechanisms of under‐ and overreaction by comparing how people make inferences and revise forecasts in the same information environment. Participants underreact to signals when inferring about underlying states, but overreact to the same signals when revising forecasts about future outcomes—a phenomenon we term “the inference‐forecast gap.” We show that this gap is largely driven by different simplifying heuristics used in the two tasks. Additional treatments suggest that the choice of heuristics is affected by the similarity between statistics in the information environment and the statistic elicited by the belief‐updating problem.
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