Evidence gathering under competitive and noncompetitive rewards

Philip Brookins, Jennifer Brown, Dmitry Ryvkin
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Abstract

Reward schemes may affect not only agents' effort, but also their incentives to gather information to reduce the riskiness of the productive activity. In a laboratory experiment using a novel task, we find that the relationship between incentives and evidence gathering depends critically on the availability of information about peers' strategies and outcomes. When no peer information is available, competitive rewards can be associated with more evidence gathering than noncompetitive rewards. In contrast, when decision-makers know what or how their peers are doing, competitive rewards schemes are associated with less active evidence gathering than noncompetitive schemes. The nature of the feedback -- whether subjects receive information about peers' strategies, outcomes, or both -- also affects subjects' incentives to engage in evidence gathering. Specifically, only combined feedback about peers' strategies and performance -- from which subjects may assess the overall relationship between evidence gathering, riskiness, and success -- is associated with less evidence gathering when rewards are based on relative performance; we find no similar effect for noncompetitive rewards.
竞争性和非竞争性奖励下的证据收集
奖励计划不仅会影响代理人的努力,还会影响他们收集信息以降低生产活动风险的动机。在一个使用新任务的合作实验中,我们发现激励与证据收集之间的关系主要取决于同伴策略和结果信息的可获得性。在没有同伴信息的情况下,竞争性奖励比非竞争性奖励更能促进证据收集。相反,当决策者知道他们的同伴在做什么或怎么做时,与非竞争性奖励计划相比,竞争性奖励计划与较少的主动证据收集有关。反馈的性质--受试者是否收到关于同伴策略、结果或两者的信息--也会影响受试者参与证据收集的动机。具体来说,当奖励基于相对绩效时,只有关于同伴策略和绩效的综合反馈(受试者可以从中评估证据收集、风险性和成功之间的整体关系)才与证据收集的减少有关;我们发现非竞争性奖励没有类似的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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