反思邓宁-克鲁格效应:对有限人群的影响微不足道

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC ACS Applied Electronic Materials Pub Date : 2024-04-03 DOI:10.1016/j.intell.2024.101830
Gilles E. Gignac
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引用次数: 0

摘要

Gignac 和 Zajenkowski(2020 年)建议结合多项式回归和 LOESS 回归来检验邓宁-克鲁格(DK)假说,因为检验该假说的传统方法(即四分位法)会混淆向平均值回归和优于平均值效应。在 Gignac 和 Zajenkowski(2020 年)的基础上,介绍了一种基于比较线性回归和 LOESS 回归预测值来估算 DK 效应的大小和普遍程度的有洞察力的方法。基于模拟数据,对认知能力的 DK 效应进行了经验建模。该效应在智商为 55 时达到峰值,相对高估 20 分,仅影响 0.14% 的人口,在智商为 70 时降至相对高估 7 分,影响 2.3% 的人口。通过分析两个大型实地数据样本(样本数均≈3500),发现DK效应导致的最大相对能力高估为7至9个百分点,这些样本来自完成语法和逻辑推理智力测验的参与者。值得注意的是,这种效应只限于≈0.2%的参与者(智商≈55),他们的得分都在偶然水平。最后,研究还发现,在分布极端情况下,条件信度较低(≈ 0.40),这使得解释表面上支持 DK 假设的结果变得更加复杂。结论是,如果使用适当的方法进行分析,DK效应不太可能被证明是一种影响到相当一部分人群的有明确意义的心理现象。
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Rethinking the Dunning-Kruger effect: Negligible influence on a limited segment of the population

Gignac and Zajenkowski (2020) recommended testing the Dunning-Kruger (DK) hypothesis with a combination of polynomial regression and LOESS regression, as the conventional approach to testing the hypothesis (i.e., quartile split) confounds regression toward the mean and the better-than-average effect. Building upon Gignac and Zajenkowski (2020), an insightful method to estimate the magnitude and prevalence of a DK effect is introduced based on comparing linear and LOESS regression predicted values. Based on simulated data specified to exhibit a plausible DK effect for cognitive abilities, the magnitude of the DK effect was empirically modeled. The effect peaked at a 20-point relative overestimation at an IQ of 55, impacting only 0.14% of the population, and decreased to a 7-point relative overestimation at an IQ of 70, affecting 2.3% of the population. Analysing two large field data samples (N ≈ 3500 each) from participants who completed intelligence subtests in grammar and logical reasoning, the DK effect was found to account for a maximum relative ability overestimation of 7 to 9 percentile points. Notably, this effect was confined to only ≈ 0.2% of the participants (IQ ≈ 55), all of whom scored at chance levels. Finally, low levels of conditional reliability (≈ 0.40) at distribution extremes were found to complicate interpreting results that superficially support the DK hypothesis. It is concluded that, when analyzed using appropriate methods, it is unlikely that the DK effect will ever be demonstrated as an unambiguously meaningful psychological phenomenon affecting an appreciable portion of the population.

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567
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