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Laypeople do use sample variance: The effect of embedding data in a variance-implying story

机译:裁员确实使用样本方差:将数据嵌入隐含故事中的效果

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摘要

When using sample data to decide whether two populations differ, laypeople attend to the difference between group means, but largely overlook within-group variability (Obrecht, Chapman, & Gelman, 2007). We show, first, that laypeople know about and use story-implied variability when making pairwise comparisons. Then we demonstrate that participants' sensitivity to variance in a dataset is boosted when presented in a context that implies consistent variance information. Statistical data were couched in stories about electrical conductivity measurements obtained from element samples (low-variability category) or body weight measurements from samples of peoples (high-variability category). We manipulated, between participants, whether the data variance matched or mismatched the story-implied variability. Participants who received data in a matching context showed high sensitivity to variance, while those in the mismatching condition did not. Laypeople use statistical data to make reasonable inferences when those data are provided in a context that makes sense.
机译:当使用样本数据来确定两个总体是否不同时,外行人注意群体均值之间的差异,但很大程度上忽略了群体内部的变异性(Obrecht,Chapman和Gelman,2007年)。首先,我们证明了外行人在进行成对比较时了解并使用了故事暗示的可变性。然后,我们证明了在暗示一致方差信息的上下文中呈现时,参与者对数据集中方差的敏感性得到了提高。统计数据散布在有关从元素样本(低变异性类别)获得的电导率测量或从人群样本(高变异性类别)获得的体重测量的故事中。我们在参与者之间操纵了数据差异是否匹配或暗含了故事暗示的变异性。在匹配的上下文中接收数据的参与者显示出对方差的高度敏感性,而在不匹配条件下的参与者则没有。当在合理的环境中提供数据时,外行人员可以使用统计数据做出合理的推断。

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