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Erratum to “Robust Priors in Nonlinear Panel Data Models” 对“非线性面板数据模型中的鲁棒先验”的勘误
IF 7.1 1区 经济学 Q1 ECONOMICS Pub Date : 2025-07-30 DOI: 10.3982/ECTA23441
Manuel Arellano, Stéphane Bonhomme, Sofia Borodich Suarez, Martin Schumann, Xiaoxia Shi, Gautam Tripathi
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引用次数: 0
You Can Lead a Horse to Water: Spatial Learning and Path Dependence in Consumer Search 你可以把马牵到水边:消费者搜索中的空间学习和路径依赖
IF 7.1 1区 经济学 Q1 ECONOMICS Pub Date : 2025-07-30 DOI: 10.3982/ECTA19576
Charles Hodgson, Gregory Lewis

We develop and estimate a model of consumer search with spatial learning. Consumers make inferences from previously searched objects to unsearched objects that are nearby in attribute space, generating path dependence in search sequences. The estimated model rationalizes patterns in data on online consumer search paths: search tends to converge to the chosen product in attribute space, and consumers take larger steps away from rarely purchased products. Eliminating spatial learning reduces consumer welfare by 12%: cross-product inferences allow consumers to locate better products in a shorter time. Spatial learning has important implications for product recommendations on retail platforms. We show that consumer welfare can be reduced by unrepresentative product recommendations and that consumer-optimal product recommendations depend on both consumer learning and competition between platforms.

我们开发并估计了一个具有空间学习的消费者搜索模型。消费者从先前搜索过的对象推断到属性空间附近的未搜索对象,从而在搜索序列中生成路径依赖。估计模型使在线消费者搜索路径上的数据模式合理化:搜索倾向于收敛于属性空间中的选定产品,消费者远离很少购买的产品。消除空间学习可以减少12%的消费者福利:跨产品推断可以让消费者在更短的时间内找到更好的产品。空间学习对零售平台上的产品推荐具有重要意义。我们表明,不具代表性的产品推荐会降低消费者的福利,而消费者最优的产品推荐既取决于消费者的学习,也取决于平台之间的竞争。
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引用次数: 0
Frontmatter of Econometrica Vol. 93 Iss. 4 《计量经济学》第93卷第4期
IF 7.1 1区 经济学 Q1 ECONOMICS Pub Date : 2025-07-30 DOI: 10.3982/ECTA934FM
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引用次数: 0
A Comment on: “Fisher–Schultz Lecture: Generic Machine Learning Inference on Heterogeneous Treatment Effects in Randomized Experiments, With an Application to Immunization in India” by Victor Chernozhukov, Mert Demirer, Esther Duflo, and Iván Fernández-Val 评论:“Fisher-Schultz讲座:随机实验中异质治疗效果的通用机器学习推断,在印度的免疫应用”,作者:Victor Chernozhukov, Mert Demirer, Esther Duflo和Iván Fernández-Val
IF 7.1 1区 经济学 Q1 ECONOMICS Pub Date : 2025-07-30 DOI: 10.3982/ECTA23293
Stefan Wager

We use the martingale construction of Luedtke and van der Laan (2016) to develop tests for the presence of treatment heterogeneity. The resulting sequential validation approach can be instantiated using various validation metrics, such as BLPs, GATES, QINI curves, etc., and provides an alternative to cross-validation-like cross-fold application of these metrics. This note was prepared as a comment on the Fisher–Schultz paper by Chernozhukov, Demirer, Duflo, and Fernández-Val, forthcoming in Econometrica.

我们使用Luedtke和van der Laan(2016)的鞅结构来开发治疗异质性存在的测试。由此产生的顺序验证方法可以使用各种验证指标(如blp、GATES、QINI曲线等)进行实例化,并为这些指标的交叉验证提供了一种替代方案。本文是对Chernozhukov、Demirer、Duflo和Fernández-Val发表在《计量经济学》上的Fisher-Schultz论文的评论。
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引用次数: 0
Selecting the Most Effective Nudge: Evidence From a Large-Scale Experiment on Immunization 选择最有效的助推:来自大规模免疫实验的证据
IF 7.1 1区 经济学 Q1 ECONOMICS Pub Date : 2025-07-30 DOI: 10.3982/ECTA19739
Abhijit Banerjee, Arun G. Chandrasekhar, Suresh Dalpath, Esther Duflo, John Floretta, Matthew O. Jackson, Harini Kannan, Francine Loza, Anirudh Sankar, Anna Schrimpf, Maheshwor Shrestha

Policymakers often choose a policy bundle that is a combination of different interventions in different dosages. We develop a new technique—treatment variant aggregation (TVA)—to select a policy from a large factorial design. TVA pools together policy variants that are not meaningfully different and prunes those deemed ineffective. This allows us to restrict attention to aggregated policy variants, consistently estimate their effects on the outcome, and estimate the best policy effect adjusting for the winner's curse. We apply TVA to a large randomized controlled trial that tests interventions to stimulate demand for immunization in Haryana, India. The policies under consideration include reminders, incentives, and local ambassadors for community mobilization. Cross-randomizing these interventions, with different dosages or types of each intervention, yields 75 combinations. The policy with the largest impact (which combines incentives, ambassadors who are information hubs, and reminders) increases the number of immunizations by 44% relative to the status quo. The most cost-effective policy (information hubs, ambassadors, and SMS reminders, but no incentives) increases the number of immunizations per dollar by 9.1% relative to the status quo.

政策制定者经常选择一种政策包,即不同剂量的不同干预措施的组合。我们开发了一种新的技术——治疗变异聚合(TVA)——从大因子设计中选择策略。TVA汇集了没有意义的不同的政策变量,并修剪那些被认为无效的。这允许我们将注意力限制在聚合的政策变量上,一致地估计它们对结果的影响,并估计针对赢家诅咒调整的最佳政策效果。我们将TVA应用于一项大型随机对照试验,该试验在印度哈里亚纳邦测试刺激免疫需求的干预措施。正在考虑的政策包括提醒、奖励和当地社区动员大使。对这些干预措施进行交叉随机化,每种干预措施的剂量或类型不同,产生75种组合。影响最大的政策(结合了激励措施、作为信息中心的大使和提醒)使免疫接种人数相对于现状增加了44%。最具成本效益的政策(信息中心、大使和短信提醒,但没有激励措施)使每一美元的免疫接种数量相对于现状提高了9.1%。
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引用次数: 0
Corrigendum: Financial Frictions and the Wealth Distribution 勘误:金融摩擦与财富分配
IF 7.1 1区 经济学 Q1 ECONOMICS Pub Date : 2025-07-30 DOI: 10.3982/ECTA22259
Jesús Fernández-Villaverde, Samuel Hurtado, Galo Nuño
<p><span>Part of the focus</span> of our paper “Financial Frictions and the Wealth Distribution” was the discussion of the presence of two stochastic steady states (SSSs): a high-leverage (HL-SSS) and a low-leverage one (LL-SSS).</p><p>We have found that if the number of points in the grid of aggregate debt <i>B</i> increases, the HL-SSS disappears for a range of calibrations close to the baseline parameterization. We have not found any evidence regarding the presence of the HL-SSS for other parameterizations. Furthermore, the degree of state dependency on households' impulse response functions (IRFs) is smaller. We must emphasize that this is a purely numerical issue: the neural network algorithm that we propose is correct and the code that we posted online is bug-free. Unfortunately, we did not select enough grid points for <i>B</i> (a numerical hyperparameter that controls the accuracy of the results) to yield stable numerical results. Nonetheless, what we see as the two main contributions of our paper, namely, the introduction of a new neural network algorithm to solve heterogeneous agent models with aggregate shocks and the nonlinear estimation of continuous-time models, remain unchanged.</p><p>Furthermore, the model of financial frictions with heterogeneity is still quite nonlinear, since:</p><p>Figure 1 shows, in the phase diagram, the impact of increasing the number of grid points in the dimension of aggregate debt <i>B</i>. The top left panel replicates Figure 5 in our original paper, where we used four grid points and a forward scheme. In the top right panel, we switch from a forward scheme to an upwind scheme to ensure the stability of our procedure (otherwise, it is numerically difficult to get the algorithm to converge with more than four grid points). In both top panels, we see two SSSs: the HL-SSS and the LL-SSS. In particular, the right top panel shows that switching to an upwind scheme is not central to our argument.</p><p>In the left bottom panel, we increase the number of grid points to eight (now with the upwind scheme). We can see now that the HL-SSS disappears, and only the LL-SSS remains. The bottom right panel checks the case with 16 grid points for completeness. We have tried alternative calibrations around the baseline one, and this result seems to hold for eight and 16 grid points.</p><p>Notice how the PLM for debt displays a nonlinear shape, with a change in concavity happening in the region between the LL-SSS and the DSS. Consequently, despite only crossing once at the LL-SSS, the PLMs for constant equity and debt run almost parallel and very close, as in the version with three crosses in our paper. This explains why the ergodic distribution will occupy a similar region of the state space.</p><p>To illustrate this point, Figure 2 displays the ergodic distribution generated with 16 grid points. It covers a region similar to the one plotted in Figure 9 in the paper. The main difference is that, instead of peaking around
我们的论文“金融摩擦和财富分配”的部分重点是讨论两种随机稳态(SSSs)的存在:高杠杆(HL-SSS)和低杠杆(LL-SSS)。我们发现,如果总债务B网格中的点数增加,HL-SSS在接近基线参数化的校准范围内消失。对于其他参数化,我们没有发现任何关于HL-SSS存在的证据。此外,国家对家庭脉冲响应函数(IRFs)的依赖程度较小。我们必须强调这是一个纯粹的数值问题:我们提出的神经网络算法是正确的,我们在网上发布的代码是没有错误的。不幸的是,我们没有为B(控制结果精度的数值超参数)选择足够的网格点来产生稳定的数值结果。尽管如此,我们认为我们论文的两个主要贡献,即引入一种新的神经网络算法来解决具有聚集冲击的异构智能体模型和连续时间模型的非线性估计,保持不变。此外,具有异质性的金融摩擦模型仍然是非常非线性的,因为:图1在阶段图中显示了增加总债务b维度中网格点数量的影响。左上角面板复制了我们原始论文中的图5,其中我们使用了四个网格点和一个正演方案。在右上方的面板中,我们从正向方案切换到逆风方案,以确保我们的过程的稳定性(否则,在数值上很难使算法收敛到四个以上的网格点)。在两个顶部面板,我们看到两个SSSs: HL-SSS和LL-SSS。特别是,右上方的面板显示,切换到逆风方案不是我们的论点的核心。在左下角面板中,我们将网格点的数量增加到8个(现在使用逆风方案)。我们现在可以看到HL-SSS消失了,只剩下LL-SSS。右下面板用16个网格点检查案例的完整性。我们在基线附近尝试了其他校准,这个结果似乎适用于8个和16个网格点。请注意,债务PLM是如何显示非线性形状的,在LL-SSS和DSS之间的区域发生了凹凸度的变化。因此,尽管在LL-SSS只有一次交叉,但恒定股本和债务的plm几乎平行且非常接近,正如我们论文中有三个交叉的版本。这就解释了为什么遍历分布会占据状态空间的类似区域。为了说明这一点,图2显示了由16个网格点生成的遍历分布。它覆盖的区域类似于本文中图9所示的区域。主要区别在于,它不是在HL-SSS附近达到峰值,而是在LL-SSS附近达到峰值。这加强了模型的非线性,因为LL-SSS离DSS更远。图3显示,DSS和SSS的财富分布与本文相似,DSS(和HL-SSS)周围地区的财富不平等程度高于LL-SSS周围地区。图4显示了irf:它们仍然依赖于状态,原因与本文中所述的相似。最后,图5显示了一个月的预测误差直方图(模拟中的时间步长),实线表示我们算法的误差,虚线表示Krusell-Smith算法的误差。我们模型中的预测误差聚集在零附近,模态大致等于零。Krusell-Smith算法产生的预测误差更不稳定,向右倾斜,并且没有零模态。我们还尝试了Krusell-Smith算法的其他规范,它们都产生了更严重的预测误差。这个结果是非线性PLM的结果,由神经网络比(对数)线性规范更好地捕获。
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引用次数: 0
Contract Labor and Establishment Growth in India 印度的合同工和企业增长
IF 7.1 1区 经济学 Q1 ECONOMICS Pub Date : 2025-07-30 DOI: 10.3982/ECTA20046
Marianne Bertrand, Chang-Tai Hsieh, Nick Tsivanidis

India's Industrial Disputes Act (IDA) requires large manufacturing plants to pay substantial costs if they wish to shrink their workforce. Since the early 2000s, these large plants have dramatically increased their use of contract workers who are not subject to these regulatory constraints. Between 2000 and 2015, the contract labor share in non-managerial employment nearly doubled at establishments with more than 100 workers (from 21 to 40 percentage points), while it only increased from 14 to 17 percentage points at establishments with less than 50 workers. Over the same period, the thickness of the right tail of the establishment size distribution in formal Indian manufacturing plants increased, the average product of labor at large plants declined, the job creation rate for large plants increased, and the probability that large plants introduced new products rose. We argue that these changes were caused by the increased adoption of contract labor. In a model of establishment growth subject to firing costs, we show that easing access to contract labor increased TFP in Indian manufacturing by 7.3% since the early 2000s, occurring all through a one-time reduction in misallocation between large and small plants with negligible change in the long-run growth rate.

印度的《工业纠纷法》(IDA)要求大型制造工厂如果希望减少劳动力,就必须支付可观的成本。自21世纪初以来,这些大型工厂大幅增加了对不受这些监管约束的合同工的使用。2000年至2015年间,在员工超过100人的企业中,合同工占非管理岗位的比例几乎翻了一番(从21个百分点增加到40个百分点),而在员工少于50人的企业中,这一比例仅从14个百分点增加到17个百分点。同期,印度正规制造工厂的企业规模分布的右尾厚度增加,大型工厂的劳动平均产出下降,大型工厂的就业创造率增加,大型工厂推出新产品的概率上升。我们认为,这些变化是由于越来越多地采用合同工造成的。在受解雇成本影响的企业增长模型中,我们表明,自21世纪初以来,放宽合同工准入使印度制造业的全要素生产率提高了7.3%,这是通过一次性减少大型和小型工厂之间的错配而实现的,而长期增长率的变化可以忽略不计。
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引用次数: 0
Dynamic Concern for Misspecification 对错误规范的动态关注
IF 7.1 1区 经济学 Q1 ECONOMICS Pub Date : 2025-07-30 DOI: 10.3982/ECTA22139
Giacomo Lanzani

I consider an agent who posits a set of probabilistic models for the payoff-relevant outcomes. The agent has a prior over this set but fears the actual model is omitted and hedges against this possibility. The concern for misspecification is endogenous: If a model explains the previous observations well, the concern attenuates. I show that different static preferences under uncertainty (subjective expected utility, maxmin, robust control) arise in the long run, depending on how quickly the agent becomes unsatisfied with unexplained evidence. The misspecification concern's endogeneity naturally induces behavior cycles, and I characterize the limit action frequency. I apply the model to monetary policy cycles and choices in the face of complex tax schedules.

我考虑一个行为人,他为与收益相关的结果设定了一组概率模型。智能体对这个集合有一个先验,但担心实际模型被忽略,并对这种可能性进行对冲。对错误描述的担忧是内生的:如果一个模型很好地解释了以前的观察结果,这种担忧就会减弱。我展示了不确定性下不同的静态偏好(主观期望效用,最大化,鲁棒控制)在长期内会出现,这取决于代理对无法解释的证据不满意的速度。不当规范关注的内生性自然地诱发了行为周期,我描述了极限行为频率。我将该模型应用于货币政策周期和面对复杂税收时间表的选择。
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引用次数: 0
A Comment on: “Monotone Comparative Statics” 评“单调比较静力学”
IF 7.1 1区 经济学 Q1 ECONOMICS Pub Date : 2025-07-30 DOI: 10.3982/ECTA23292
Rabah Amir, David Rietzke

Milgrom and Shannon (1994) provide necessary and sufficient conditions on parameterized optimization problems for their solution sets to be globally monotone in the parameter. We establish that their conditions may be significantly relaxed when focusing on discrete, binary comparisons between solution sets. Such binary comparisons are ubiquitous in economics and may involve comparing the same decision maker across two distinct regimes or two distinct decision makers with related objectives (e.g., a monopolist firm versus a social planner). While the single-crossing property remains prominent in the theory, quasisupermodularity of the objective functions of interest is not needed. Our approach relies upon a novel method of embedding a new optimization problem with a quasisupermodular objective function “between” the two original problems of interest. In smooth problems, sufficient conditions for our new assumptions may be verified by elementary differential comparisons, making them well suited for applied work. We illustrate the relevance of this novel approach with several economic applications.

Milgrom和Shannon(1994)给出了参数化优化问题的解集在参数上全局单调的充分必要条件。我们建立了它们的条件在关注解集之间的离散二进制比较时可以显著放宽。这种二元比较在经济学中无处不在,可能涉及比较两个不同制度下的同一决策者或两个具有相关目标的不同决策者(例如,垄断公司与社会计划者)。虽然单交叉性质在理论中仍然突出,但不需要目标函数的拟超模性。我们的方法依赖于一种新颖的方法,即在两个感兴趣的原始问题之间嵌入一个具有准超模目标函数的新优化问题。在光滑问题中,我们的新假设的充分条件可以用初等微分比较来验证,使它们很适合于实际工作。我们说明了这种新方法与几个经济应用的相关性。
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引用次数: 0
Private Information and Price Regulation in the US Credit Card Market 美国信用卡市场的私人信息和价格调控
IF 7.1 1区 经济学 Q1 ECONOMICS Pub Date : 2025-07-30 DOI: 10.3982/ECTA18063
Scott T. Nelson

The 2009 CARD Act limited credit card lenders' ability to raise borrowers' interest rates on the basis of new information. Pricing became less responsive to public and private signals of borrowers' risk and demand characteristics, and price dispersion fell by one-third. I estimate the efficiency and distributional effects of this shift toward more pooled pricing. Prices fell for high-risk and price-inelastic consumers, but prices rose elsewhere in the market and newly exceeded willingness to pay for over 30% of the safest subprime borrowers. On net, average traded prices fell and consumer surplus rose at all credit scores. Higher consumer surplus was partly driven by a fall in lender profits, and partly by the Act's insurance value to borrowers who could retain favorable pricing after adverse changes to their default risk. The relatively high level of pre-CARD-Act markups was crucial for realizing these surplus gains.

2009年《信用卡法案》限制了信用卡放款人根据新信息提高借款人利率的能力。定价对借款人风险和需求特征的公共和私人信号的反应减弱,价格差异缩小了三分之一。我估计了这种向更集中的定价转变的效率和分配效应。高风险和价格无弹性的消费者的价格下跌,但市场其他地方的价格上涨,最近超过了30%最安全的次级借款人的支付意愿。总体而言,平均交易价格下降,所有信用评分的消费者剩余均上升。消费者剩余增加的部分原因是贷款人利润下降,部分原因是该法案对借款人的保险价值,这些借款人在违约风险发生不利变化后仍能保持有利的定价。在card - act之前,相对较高的加价水平对于实现这些盈余收益至关重要。
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引用次数: 0
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Econometrica
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