Decomposing the Utility of Complex Alternatives from Mental Representations of Decisions

B. Dellaert, T. Arentze, O. Horeni, H. Timmermans
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Abstract

We introduce a utility theory-based model of consumers’ mental representation of attributes and benefits in decisions between complex alternatives. The model relies on the fact that there are cognitive costs and gains to activating additional decision components in mental representations. The gains are that with every component the individual is better able to discriminate between choice alternatives and the probability of making the best choice increases. The costs are the additional mental effort that is required to evaluate the decision components. We propose that a component is activated in a mental representation only if the expected gains of doing so exceed the mental costs of the evaluation. This proposition is formalized in a utility model where a decision component is cognitively activated if the utility variation caused by the component’s levels exceeds a mental cost threshold. This model allows us to decompose the utility of alternatives from mental representations of decisions without the need to observe choices. We illustrate the proposed approach using data on 594 individuals’ mental representations of a hypothetical shopping decision problem.
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从决策的心理表征中分解复杂选择的效用
我们引入了一个基于效用理论的模型,来描述消费者在复杂选择决策中对属性和利益的心理表征。该模型依赖于这样一个事实,即在心理表征中激活额外的决策组件存在认知成本和收益。收益在于,对于每个组成部分,个人都能更好地区分不同的选择,做出最佳选择的可能性也会增加。成本是评估决策组件所需的额外脑力劳动。我们建议,只有当这样做的预期收益超过评估的心理成本时,才会在心理表征中激活组件。这个命题在一种实用新型中被形式化,在这种实用新型中,如果由决策组件的水平引起的效用变化超过了心理成本阈值,决策组件就会被认知激活。这个模型允许我们从决策的心理表征中分解选择的效用,而不需要观察选择。我们使用594个人对一个假设购物决策问题的心理表征的数据来说明所提出的方法。
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