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Learning how to choose-effects of instructional choice sets in discrete choice experiments

机译:了解离散选择实验中教学选择集的选择效果

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Preference and institutional learning have been found to play a role as respondents move through a sequence of choice tasks in Choice Experiments (CE). Both learning effects imply that the degree of randomness in the responses is larger in initial choice situations than in subsequent ones. As a result, it has been suggested to include an Instruction Choice Set (ICS) prior to the choices used for generating benefit estimates. However, an ICS may induce a starting point effect biasing Willingness to Pay (WTP) estimates. Subsequent choices may not only be influenced by the levels of the cost attribute, but also by the levels of the non-cost attributes shown in the ICS. Using a split sample treatment, we investigate whether starting point effects are induced by the inclusion of ICSs depending on different combinations of cost and non-cost attribute levels. Employing data from a CE on water quality changes, we test whether a starting point effect related to the design of the ICS exists, and whether effects differ in terms of the number of status quo choices and WTP estimates. The results indicate that the ICS designs do influence WTP without entailing strong learning effects. Therefore, inclusion of an ICS might cause 'more harm than good'. If, however, an ICS inclusion is nonetheless judged to be beneficial, we recommend to design them carefully in a way that is in line with respondents' common beliefs regarding attribute trade-offs. (C) 2015 Elsevier B.V. All rights reserved.
机译:人们发现,偏好和机构学习在受访者完成选择实验(CE)中的一系列选择任务时发挥着作用。两种学习效果都表明,在初始选择的情况下,响应的随机程度要比在后续选择中的更大。结果,已经建议在用于产生收益估计的选择之前包括指令选择集(ICS)。但是,ICS可能会导致起点效应,从而使支付意愿(WTP)估算值产生偏差。后续选择不仅会受到成本属性级别的影响,还会受到ICS中显示的非成本属性级别的影响。使用拆分样本处理,我们调查了是否根据成本和非成本属性水平的不同组合通过包含ICS来诱发起点效应。利用来自CE的水质变化数据,我们测试了是否存在与ICS设计相关的起点效应,以及该效应在现状选择数量和WTP估算方面是否不同。结果表明,ICS设计确实会影响WTP,而不会产生强烈的学习效果。因此,包含ICS可能导致“弊大于利”。但是,如果仍然认为将ICS包含在内是有益的,则建议您以与受访者关于属性权衡的普遍信念相一致的方式仔细设计它们。 (C)2015 Elsevier B.V.保留所有权利。

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