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呈现不精确概率对情报预测的影响。

The effects of presenting imprecise probabilities in intelligence forecasts.

机构信息

Decision Research, Eugene, OR 97401, USA.

出版信息

Risk Anal. 2010 Jun;30(6):987-1001. doi: 10.1111/j.1539-6924.2010.01384.x. Epub 2010 Apr 8.

Abstract

How to assess and present analytic uncertainty to policymakers has emerged as an important topic in risk and policy analysis. Due to the complexity and deep uncertainty present in many forecasting domains, these reports are often fraught with analytic uncertainty. In three studies, we explore the effect of presenting probability assessments and analytic uncertainty through probability ranges. Participants were presented with mock intelligence forecasts that include narrative evidence as well as numerical probability assessments. Participants were sensitive to the ambiguity communicated through the confidence range. The narrative appeared to have a smaller effect on judgments when accompanied by a probability range as opposed to a point assessment. In one study, participants also thought that the probability range was more useful for decision making at a higher probability whereas the point estimate was more useful at a lower probability. When evaluating a forecast in hindsight, decisionmakers tended to report lower levels of blame and higher levels of source credibility for forecasts that reported ranges as compared to point assessments. These findings suggest that decisionmakers are not necessarily "ambiguity averse" in the forecasting context. Presenting ranges of probability may have distinct advantages as a way to communicate probability and analytic confidence to decisionmakers.

摘要

如何向政策制定者评估和呈现分析不确定性已成为风险和政策分析中的一个重要议题。由于许多预测领域存在复杂性和深度不确定性,这些报告通常充满了分析不确定性。在三项研究中,我们通过概率范围来探讨呈现概率评估和分析不确定性的效果。参与者收到了包含叙述性证据和数值概率评估的模拟情报预测。参与者对置信区间传达的歧义很敏感。当概率范围与单点评估一起呈现时,叙述对判断的影响似乎较小。在一项研究中,参与者还认为概率范围在较高概率下对决策更有用,而点估计在较低概率下更有用。事后评估预测时,与单点评估相比,决策者往往会报告对报告范围的预测的责备程度较低,对来源可信度的评价较高。这些发现表明,在预测环境中,决策者不一定“厌恶模糊”。呈现概率范围可能具有明显的优势,可作为向决策者传达概率和分析信心的一种方式。

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