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理论论文

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Rational Misspecification: Framework and Applications

理性误设:框架与应用

American Economic Journal: Microeconomics · 2026, 18(3) · Ran Eilat、Kfir Eliaz ·

未归类D 微观经济学

本文提出一个框架,用以评估存在误设的决策者是否愿意为那些可能使其误设程度减轻的信息付费。我们引入一种不依赖先验的方法,该方法基于“受约束的”最大遗憾,用以推导决策者对获取更准确模型之潜在收益的主观评估的上界。该约束源于决策者当前可获得的信息。我们将该方法应用于三个著名的误设信念模型:粗糙预期、因果误判与抽样均衡。(JEL D83, D84, D91)

英文原文

This paper proposes a framework for assessing whether misspecified decision-makers would be willing to pay for information that can potentially make them less misspecified. We introduce a prior-free approach, based on “constrained” maximal regret, to derive an upper bound on the subjective assessment of potential gains from acquiring a more accurate model. The constraint stems from the information currently available to the decision-maker. We apply our approach to three prominent models of misspecified beliefs: coarse expectations, causal misperceptions, and sampling equilibria. (JEL D83, D84, D91)

Smooth Diagnostic Expectations

平滑诊断性预期

Review of Economic Studies · 2026 · Francesco Bianchi、Cosmin Ilut、Hikaru Saijo ·

未归类E 宏观与货币经济学

我们表明,Gennaioli 和 Shleifer(2010, The Quarterly Journal of Economics, 125, 1399–1433)对代表性(Kahneman 和 Tversky, 1972, Cognitive Psychology, 3, 430–454)的形式化刻画,内在地包含不确定性与过度反应之间的联系。在时间序列领域,我们以诊断性预期(DE)的平滑版本发展了这一联系,其中过度反应随不确定性平滑变化。直观而言,在平滑性下,较低的不确定性使代表性扭曲信念的空间更小。平滑 DE 为调查数据的关键特征提供了一个统一的、简约的微观基础:对消息的过度反应、较长预测期上更强的过度反应、对主观不确定性的过度自信,以及本文记录的一个新典型事实——过度反应随不确定性升高而加剧。一个带有平滑 DE 的解析实际经济周期模型能够解释调查中的过度反应与过度自信,以及三个显著的商业周期特征:非对称性、宏观波动率的逆周期性以及微观波动率的逆周期性。

英文原文

We show that the formalization of representativeness (Kahneman and Tversky, 1972, Cognitive Psychology, 3, 430–454) developed by Gennaioli and Shleifer (2010, The Quarterly Journal of Economics, 125, 1399–1433) features an intrinsic connection between uncertainty and overreaction. In the time series domain, we develop this connection in a smooth version of diagnostic expectations (DE), where overreaction varies smoothly with uncertainty. Intuitively, under smoothness, lower uncertainty leaves less room for representativeness to distort beliefs. Smooth DE provides a joint, parsimonious micro-foundation for key features of survey data: overreaction to news, stronger overreaction at longer horizons, overconfidence in subjective uncertainty, and a new stylized fact documented here—overreaction intensifies with higher uncertainty. An analytical Real Business Cycle model with Smooth DE accounts for survey overreaction and overconfidence, as well as three salient business cycle properties: asymmetry, countercyclical macro volatility, and countercyclical micro volatility.

Choice and welfare under social constraints

社会约束下的选择与福利

Games and Economic Behavior · 2026, 156 · Mauricio Ribeiro ·

未归类D 微观经济学

经济学家常常依赖人们的选择来推断其偏好。然而, 当人们面临未被观察到的约束时, 从选择推断偏好就会成为问题。在本文中, 我研究当一个社会群体成员的选择受到一种我们仅能不完全了解的约束时, 如何 (谨慎地) 从选择推断偏好。当这种情况发生时, 群体选择的异质性, 连同关于约束的更多信息, 有助于还原群体成员的偏好, 而选择的同质性则会阻碍这一恢复。我进一步论证, 当存在未被观察到的社会约束时, 基于选择的福利分析的标准方法可能导致关于福利的误导性推断。

英文原文

Economists often rely on people’ s choices to infer their preferences. However, inferring preferences from choices becomes problematic when people face unobserved constraints. In this paper, I study how to (cautiously) infer preferences from choices when the choices of the members of a social group are subject to a constraint that we only imperfectly know. When this happens, heterogeneity in the group’ s choices, along with more information about the constraint, helps recover the preferences of group members, whereas homogeneity in choices hinders it. I further argue that standard approaches to choice-based welfare analysis can lead to misleading inferences about welfare when there are unobserved social constraints.

Single-crossing dominance: A preference lattice

单交叉占优: 一个偏好格

Games and Economic Behavior · 2026, 155 · Gregorio Curello、Ludvig Sinander ·

未归类D 微观经济学

对偏好的大多数比较都是单交叉占优的实例。我们考察单交叉占优的格结构, 证明了任意偏好集合的最小上界的刻画、存在性与唯一性结果。我们将这些定理应用于推导集体选择以及分析者不确定性下的新的比较静态定理, 并刻画萨维奇 (Savage) 行动上一类一般性的“最大最小”(maxmin) 不确定性厌恶偏好。

英文原文

Most comparisons of preferences are instances of single-crossing dominance. We examine the lattice structure of single-crossing dominance, proving characterisation, existence and uniqueness results for minimum upper bounds of arbitrary sets of preferences. We apply these theorems to derive new comparative statics theorems for collective choice and under analyst uncertainty, and to characterise a general 'maxmin' class of uncertainty-averse preferences over Savage acts.

Rational Choice Models: The Temporal Tree Representation

理性选择模型:时序树表示

Management Science · 2026, 72(8) · Qi Feng、J. George Shanthikumar、Mengying Xue ·

未归类C 数理与计量方法

选择模型刻画消费者在给定选择集上对各选项的选择概率,在众多领域得到广泛研究和应用。我们提出一种选择的时序树表示,它涵盖所有理性选择模型。与现有的结构性选择模型相比,树表示具有应对模型识别关键挑战的两大优势。第一,所有理性选择模型都存在树表示,且树表示的一个子类(具有集合依赖分支)与理性选择模型一一对应。这弥补了现有结构性模型刻画中存在的缺口:这些刻画或者不可识别,或者施加了无法解释的条件,或者未能覆盖理性选择模型的整个空间。第二,树表示允许基于现有知识和数据系统地设定选择模型结构,具有灵活性。特别地,设定一个树表示所需的参数数量可主要由充分知识水平决定,该水平对应于树分支的特定层级。充分知识水平可根据可用数据量实证确定,而这又决定了模型估计所需的参数数量。因此,树表示为数据整合提供了一种自然的方式,避免了由限制性假设导致的模型误设以及一般模型的过拟合。

英文原文

Choice models, which specify the consumers’ choice probabilities of options over a given choice set, are widely studied and applied in many fields. We propose a temporal tree representation of choice that covers all rational choice models. Compared with existing structural choice models, the tree representation exhibits two major advantages that address the key challenges of model identification. First, all rational choice models have a tree representation, and a subclass of tree representation (with set-dependent branching) has a one-to-one correspondence with the rational choice models. This bridges the gap in the existing characterizations of structural models, which are unidentifiable, impose uninterpretable conditions, or do not cover the entire space of rational choice models. Second, the tree representation allows for the flexibility of systematically specifying the choice model structure based on available knowledge and data. In particular, the number of parameters needed to specify a tree representation can be primarily determined by the sufficient knowledge level, which corresponds to a specific layer of the tree branching. The sufficient knowledge level can be empirically determined based on the amount of available data, which, in turn, determines the number of parameters needed for model estimation. Therefore, the tree representation allows for a natural way of data integration, avoiding misspecification from restrictive assumptions and overfitting for general models.

The Production and Consumption of Social Media

社交媒体的生产与消费

Management Science · 2026, 72(7) · Apostolos Filippas、John J. Horton、Elliot Lipnowski、Prasanna Parasurama ·

未归类L 产业组织

我们将社交媒体建模为生产和消费内容的用户集合。用户重视消费内容,但由于注意力稀缺,他们可能并不重视来自其他用户的所有内容。用户也重视获得关注,这产生了激励:既通过生产有价值的内容来吸引受众,也通过注意力互换——即用户彼此成为对方的受众——来吸引受众。注意力互换在很大程度上塑造了社交媒体上的生产与消费模式,解释了社交媒体行为和平台决策的关键特征,并得出了与我们从 #EconTwitter 收集的数据相一致的明确预测。我们开展了针对 Twitter 和 Instagram 用户的调查,所得结果为注意力互换提供了额外的直接证据支持;我们还讨论了注意力互换对社交媒体平台设计的启示。

英文原文

We model social media as collections of users producing and consuming content. Users value consuming content, but due to scarce attention, they may not value all content from other users. Users also value receiving attention, creating the incentive to attract an audience by producing valuable content but also through attention bartering—users mutually becoming each other’s audience. Attention bartering shapes substantially the patterns of production and consumption on social media, explains key features of social media behavior and platform decision making, and yields sharp predictions that are consistent with data we collect from #EconTwitter. We conduct Twitter and Instagram user surveys that yield additional direct evidence in support of attention bartering, and we discuss the implications of attention bartering for the design of social media platforms.

Rationed Fertility: Treatment Effect Heterogeneity in the Child Quantity-Quality Trade-Off

配给生育:子女数量-质量权衡中的处理效应异质性

Journal of Political Economy · 2025, 133(10) · Rufei Guo、Junjian Yi、Junsen Zhang、Ning Zhang ·

劳动经济学应用计量方法人口应用计量方法

我们构建了生育配给的一个广义理论,以分析子女数量-质量权衡中的处理效应异质性。生育的外生增加既可能是合意的,也可能是非合意的。我们推导出,合意的生育增加对子女质量具有正的配给收入效应,而非合意的生育增加则具有负的配给收入效应。我们提出了一个识别合意与非合意生育增加之处理效应的计量经济学框架,并估计了一个结构模型,以衡量这一新颖的配给收入效应在数量上的重要性。我们的研究凸显了在评估社会项目时区分合意变化与非合意变化的重要性。

英文原文

We develop a generalized theory of rationed fertility to analyze treatment effect heterogeneity in the child quantity-quality trade-off. An exogenous increase in fertility can be either desired or undesired. We derive a positive rationing income effect on child quality for desired fertility increases but a negative rationing income effect for undesired fertility increases. We propose an econometric framework to identify treatment effects of desired and undesired fertility increases and estimate a structural model to gauge the quantitative importance of the novel rationing income effect. Our study highlights the importance of distinguishing between desired and undesired changes when evaluating social programs.

Memory and Probability

记忆与概率

Quarterly Journal of Economics · 2023, 138(1) · Pedro Bordalo、John J. Conlon、Nicola Gennaioli、Spencer Yongwook Kwon、Andrei Shleifer ·

未归类D 微观经济学

在许多经济决策中,人们通过从记忆中提取经验来估计概率,例如风险发生的可能性,或某位求职者将成为高效率员工的可能性。我们基于选择性回忆的两条既有规律——相似性与干扰——对这一过程进行建模。我们表明,一个假设的相似性结构及其被描述的方式(而不仅仅是其客观概率)会影响经验的回忆,进而影响概率评估。该模型能够解释并调和多种实证发现,例如:低概率事件在被线索提示时被高估而未被提示时则被忽视、可得性启发式、代表性启发式、合取谬误与析取谬误,以及不同情境下对信息的过度反应与反应不足。该模型给出了若干新的预测,我们为这些预测找到了强有力的实验支持。

英文原文

In many economic decisions, people estimate probabilities, such as the likelihood that a risk materializes or that a job applicant will be a productive employee, by retrieving experiences from memory. We model this process based on two established regularities of selective recall: similarity and interference. We show that the similarity structure of a hypothesis and the way it is described (not just its objective probability) shape the recall of experiences and thus probability assessments. The model accounts for and reconciles a variety of empirical findings, such as overestimation of unlikely events when these are cued versus neglect of noncued ones, the availability heuristic, the representativeness heuristic, conjunction and disjunction fallacies, and over- versus underreaction to information in different situations. The model yields several new predictions, for which we find strong experimental support.

Time Will Tell: Recovering Preferences When Choices Are Noisy

时间会证明一切:从含噪选择中恢复偏好

Journal of Political Economy · 2021, 129(6) · Carlos Alós‐Ferrer、Ernst Fehr、Nick Netzer ·

未归类D 微观经济学

当选择具有随机性时,显示偏好分析通常依赖于随机效用模型。然而,若不对效用噪声的分布做出假设,便无法推断偏好。我们证明,利用反应时数据可以克服这一困难。只需对反应时分布施加一个简单条件,即可在无须分布假设的情况下保证选择揭示偏好。经济学与心理学中的标准模型所生成的数据均满足该条件。在对称噪声或费希纳(Fechnerian)噪声下,我们得到了更强的结果:反应时可用于揭示偏好,或在样本外预测选择概率。我们的工具应用简便,并能取得出色的预测精度。

英文原文

When choice is stochastic, revealed preference analysis often relies on random utility models. However, it is impossible to infer preferences without assumptions on the distribution of utility noise. We show that this difficulty can be overcome by using response time data. A simple condition on response time distributions ensures that choices reveal preferences without distributional assumptions. Standard models from economics and psychology generate data fulfilling this condition. Sharper results are obtained under symmetric or Fechnerian noise, where response times allow uncovering preferences or predicting choice probabilities out of sample. Application of our tools is simple and generates remarkable prediction accuracy.

Preferences for Truth-Telling

说真话偏好

Econometrica · 2019, 87(4) · Johannes Abeler、Daniele Nosenzo、Collin Raymond ·

未归类D 微观经济学

私人信息是许多经济活动的核心。几十年来,经济学家一直假设,如果谎报私人信息能使个人的物质收益最大化,个人就愿意这样做。我们整合了经济学、心理学和社会学领域90项实验研究的数据,并表明,事实上人们说谎出奇地少。随后,我们对所观察到的行为的一系列广泛潜在解释进行了形式化,识别出能够区分这些模型的可检验预测,并开展了新的实验以进行检验。我们的实证证据表明,偏好被视为诚实以及偏好诚实是说真话的主要动机。

英文原文

Private information is at the heart of many economic activities. For decades, economists have assumed that individuals are willing to misreport private information if this maximizes their material payoff. We combine data from 90 experimental studies in economics, psychology, and sociology, and show that, in fact, people lie surprisingly little. We then formalize a wide range of potential explanations for the observed behavior, identify testable predictions that can distinguish between the models, and conduct new experiments to do so. Our empirical evidence suggests that a preference for being seen as honest and a preference for being honest are the main motivations for truth‐telling.