Education Increases Decision-rule Use: An Investigation of Education and Incentives to Improve Decision Making

12 Jan , 2022·
Marvin Neumann
,
Martijn Hengeveld
,
A. Susan M. Niessen
,
Jorge N. Tendeiro
,
Rob R. Meijer
Abstract
Robust scientific evidence shows that human performance predictions are more valid when information is combined mechanically (with a decision rule) rather than holistically (in the decision-maker’s mind). Yet, information is often combined holistically in practice. One reason is that decision makers lack knowledge of evidence-based decision making. In a performance prediction task, we tested whether watching a short educational video on evidence-based decision making increased decision-makers’ use of a decision rule and their prediction accuracy immediately after the manipulation and a month later. Furthermore, we manipulated whether participants earned incentives for accurate predictions. Existing research showed that incentives decrease decision-rule use and prediction accuracy. We hypothesized that this is the case for decision makers who did not receive educational information about evidence-based decision making, but that incentives increase decision-rule use and prediction accuracy for participants who received educational information. Educational information persistently increased decision-rule use. This resulted in increased prediction accuracy, but only immediately after receiving the educational information. In contrast to the existing literature, incentives slightly increased decision-rule use. We did not find evidence that this effect was larger for educated participants. Providing decision makers with educational information may be an effective means to increase decision-rule use in practice.
Type
Publication
Journal of Experimental Psychology: Applied, 28