Doctoral Dissertation Research in Economics: Expected Utility Core of Risk Preferences
Doctoral Dissertation Research in Economics: Expected Utility Core of Risk Preferences
批准号:
2242391
负责人:
Charles Sprenger
金额:
$2.36万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2023
资助国家:
美国
项目状态:
未结题
起止时间:
2023-02-01 至 2025-01-31
中文摘要
理解在缺乏信心的情况下做出决策很重要,因为许多现实生活中的决策都涉及不确定性和复杂的权衡。经济学理论将行为偏离不确定情况下的理性选择模式与缺乏决策信心联系在一起。例如,决策信心的缺乏可能源于个人对自己冒险意愿的不确定性。这项研究项目将使用经济理论和实验室实验来研究人们如何在风险较高的选择之间做出决定,以及他们在做出决定时的自信程度。这一研究项目的结果将有助于理解人们的行为是如何随着他们的决策信心水平而变化的。将特别强调在安全和有风险的选择之间做出决定,这将有可能检验人们在缺乏信心时是更倾向于规避风险还是更喜欢冒险。研究人员还将进行实验室实验,研究经验在决策中的重要性。特别是,研究人员将研究那些在做出决定之前能够熟悉决策环境的人是否会对自己的决定变得更有信心,行为更理性。这一分析将为旨在通过增加目标人群对决策环境的熟悉程度来促进社会合意行为的政策的设计提供新的见解。此外,研究人员还将开发和实施一种新的方法来估计个人从受激励的实验中承担风险的意愿,并将这一新衡量标准与决策信心联系起来。例如,金融顾问可以使用这种新的方法来为他们的客户确定适当的投资组合推荐。研究人员将进行实验室实验,以研究独立性公理的失败,了解它们与决策信心和经验的关系,并引发可能违反独立性公理的个人的风险厌恶。为此,受试者将做出选择,而不是货币彩票,并在从0到100的分数上宣布他们对自己的选择有多有信心。此外,为了研究经验是否会影响决策,一组受试者在回答这些问题之前,将被要求观察从一些彩票对中随机抽取的奖金。研究人员将使用预期效用核心的概念来分析实验数据,预期效用核心代表了满足独立性公理的偏好关系的最大部分。研究预期的效用核心相当于在当地测试独立公理对每一种选择的影响。这种局部分析将允许重新评估选择环境的特征的相关性,这些特征传统上与对独立性公理的更高违反相关联,最明显的是存在某种(即概率1)替代。此外,它还将为决策信心和经验在风险下的决策中的作用提供新的线索。特别是,该项目试图探讨决策信心与违反独立公理之间的相关性,以及在什么情况下经验可以增加信心和减少违反独立公理的情况。例如,缺乏信心可能源于对风险厌恶程度的犹豫不决。这个项目将通过开发一种新的方法来形式化这种直觉,该方法利用预期的效用核心来估计一组可能的风险厌恶水平,每个水平都由不同的效用函数捕获。这种新颖的方法允许对对风险的态度进行一般分析,这种态度对模型错误指定是稳健的,因为它既不依赖于预期效用,也不依赖于特定的替代模型。该奖项反映了NSF的法定使命,并通过使用基金会的智力优势和更广泛的影响审查标准进行评估,被认为值得支持。
英文摘要
Understanding decision-making in the absence of confidence is important because many real-life decisions involve uncertainty and complicated trade-offs. Economic theories link the departure of behavior from the rational model of choice under uncertainty to the lack of decision confidence. The lack of decision confidence may arise, for instance, from individuals’ uncertainty over their willingness to take risks. This research project will use economic theory and laboratory experiments to study how people make decisions between risky alternatives and how confident they are when they make their decisions. The results of this research project will help understand how people behave as a function of their level of decision confidence. A particular emphasis will be given to decisions between safe and risky alternatives, for which it will be possible to examine whether people tend to be more risk-averse or risk-seeking when unconfident. The researchers will also conduct laboratory experiments to study the importance of experience in decision-making. In particular, the researchers will study whether people who can familiarize themselves with the decision environment before making a decision tend to become more confident about their decisions and behave more rationally. This analysis will provide new insights into the design of policies aimed at promoting socially desirable behaviors by increasing the familiarity of the targeted population with the decision environment. Moreover, the researchers will also develop and implement a novel methodology to estimate individuals’ willingness to take risks from incentivized experiments and relate this new measure to decision confidence. This novel approach may be used, for instance, by financial advisors to determine appropriate portfolio recommendations for their clients.The researchers will conduct laboratory experiments to study failures of the independence axiom, to understand their relationship with decision confidence and experience, and to elicit risk aversion for individuals who may violate the independence axiom. To this end, subjects will make choices over monetary lotteries and declare on a scale from zero to 100 how confident they are about their choices. Moreover, to study whether experience can affect decision-making, a group of subjects will be asked to observe random draws of monetary prizes from some pairs of lotteries before answering these questions. The researchers will analyze the experimental data using the notion of expected utility core, which represents the greatest part of a preference relation that satisfies the independence axiom. Studying the expected utility core amounts to testing the implications of the independence axiom locally for every single choice. This local analysis will allow reevaluating the relevance of features of the choice environment traditionally associated with higher violations of the independence axiom, most notably the presence of a certain (i.e., probability 1) alternative. Moreover, it will shed new light on the role of decision confidence and experience in decision-making under risk. In particular, the project seeks to explore the correlation between decision confidence and violations of the independence axiom and under what circumstances experience can increase confidence and reduces independence violations. The lack of confidence can arise, for instance, from indecisiveness on the level of risk aversion. This project will formalize this intuition by developing a new methodology that exploits the expected utility core to estimate a set of possible levels of risk aversion, each captured by a different utility function. This novel approach allows for a general analysis of attitudes toward risk that is robust to model misspecification because it relies neither on expected utility nor on a specific alternative model.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
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会议论文
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