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聚焦计量经济学顶刊(AER / QJE / JPE / REStud / RES)与统计顶刊(JASA、JBES)及 Econometrica 的方法论文与 AI 交叉议题(异质性处理效应、双机器学习、敏感度分析等),按季度整理方法分布与代表性条目;并对接 CrossRef 官方接口展示各刊最新上线论文,每日缓存更新。

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REStud计量经济2026-05-15
Financial Intermediation and Aggregate Demand: A Sufficient Statistics Approach

Abstract We show that the financial sector’s asset supply elasticities are sufficient statistics summarizing its macroeconomic effects for a large class of financial frictions. These elasticities are crucial for a wide range of policy questions, ranging from the size of fiscal multipliers to the relative effectiveness of asset purchases targeting the financial sector versus tax cuts targeting households. Workhorse macroeconomic models imply different values of these elasticities, generating output responses to policies that differ by orders of magnitude. We construct empirical measures of these elasticities and evaluate their policy implications in a quantitative model with household heterogeneity and illiquidity.

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REStud计量经济2026-05-15
Monetary Policy and Endogenous Financial Crises

Abstract What are the channels through which monetary policy affects financial stability? Can (and should) central banks prevent financial crises by deviating from price stability? To what extent may monetary policy itself unintentionally breed financial vulnerabilities? We answer these questions using a New Keynesian model with capital accumulation and endogenous financial crises due to adverse selection and moral hazard in credit markets. Our findings are threefold. First, monetary policy affects the probability of a crisis both in the short run (via aggregate demand) and in the medium run (via capital accumulation). Second, the central bank can reduce the incidence of crises in the medium run by tolerating higher inflation volatility in the short run. Third, prolonged periods of loose monetary policy followed by a sharp tightening can lead to financial crises.

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REStud计量经济2026-05-15
Loose Monetary Policy and Financial Instability

Abstract Do periods of persistently loose monetary policy increase financial fragility and the likelihood of a financial crisis? This is a central question for policymakers, yet the literature does not provide systematic empirical evidence about this link at the aggregate level. In this paper we fill this gap by analyzing long-run historical data. We find that when the stance of monetary policy is accommodative over an extended period, the likelihood of financial turmoil in the medium term increases considerably. We investigate the causal pathways that lead to this result and argue that credit creation and asset price overheating are important intermediating channels.

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JASA统计2026-05-15
A Regression Framework for Studying Relationships among Attributes under Network Interference
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REStud计量经济2026-05-14
Input Sourcing under Climate Risk: Evidence from U.S. Manufacturing Firms

Abstract We study the effect of risk on how firms organize their supply chains. We use transaction-level data on U.S. manufacturing imports to construct a novel measure of input sourcing risk based on the historical volatility of ocean shipping times. Our measure isolates the unexpected component of shipping times that is induced by weather conditions along more than 331,000 maritime routes. We first document that unexpected shipping delays significantly reduce importers’ sales, profits, and employment. We then show that firms actively diversify weather risk by using more routes and foreign suppliers, although their import values decline. To rationalize these findings, we introduce shipping time risk into a general equilibrium model of importing with firm heterogeneity. Our quantitative analysis predicts substantial costs for the U.S. economy associated with supply chain risk.

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REStud计量经济2026-05-14
A Model of Multiple Hypothesis Testing

Abstract Multiple hypothesis testing (MHT) practices vary widely, without consensus on which are appropriate when. This article provides an economic foundation for these practices designed to capture leading examples, such as regulatory approval on the basis of clinical trials. MHT adjustments are appropriate in our framework to the extent that research costs are invariant to the number of hypotheses. Control of average size, as for example via a Bonferroni correction, emerges in the limit case where all costs are fixed; in the opposite limit, where costs vary in proportion to the hypothesis count, no correction is needed. We illustrate implications by calculating explicit critical values using data on actual costs in the drug approval process and in program evaluation research; these suggest that some MHT adjustment is warranted in these applications, but not as much as implied by standard practice.

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REStud计量经济2026-05-14
When is TSLS <i>Actually</i> LATE?

Abstract Linear instrumental variable estimators, such as two-stage least squares (TSLS), are commonly interpreted as estimating non-negatively weighted averages of causal effects, referred to as local average treatment effects (LATEs). We examine whether the LATE interpretation actually applies to the types of TSLS specifications that are used in practice. We show that if the specification includes covariates—which most empirical work does—then the LATE interpretation does not apply in general. Instead, the TSLS estimator will, in general, reflect treatment effects for both compliers and always/never-takers, and some treatment effects for the always/never-takers will necessarily be negatively weighted. We show that the only specifications that have a LATE interpretation are “saturated” specifications that control for covariates nonparametrically, implying that such specifications are both sufficient and necessary for TSLS to have a LATE interpretation, at least without additional parametric assumptions. This result is concerning because, as we document, empirical researchers almost never control for covariates nonparametrically, and rarely discuss or justify parametric specifications of covariates. We apply our results to thirteen empirical studies and find strong evidence that the LATE interpretation of TSLS is far from accurate for the types of specifications actually used in practice. We offer concrete recommendations for practice motivated by our theoretical and empirical results.

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REStud计量经济2026-05-14
Optimal Labor Income Taxation: A Flexible Moral Hazard Approach

Abstract This paper reconsiders the question of optimal labor income taxes for the very rich in the context of a flexible moral hazard (FMH) model. In this setting, risk is not exogenous. Rather, each agent can affect the probabilities of all possible income outcomes by allocating a fixed time endowment across a variety of distinct tasks. I prove that the optimal income tax rates on high-end earners and the optimal Pareto tail index of the pre-tax labor income distribution are both endogenously determined by agent preferences. In particular, a society with less risk-averse agents will find it optimal to impose a lower tax rate on the rich, even though its members’ choices give rise to a smaller Pareto right tail index. In contrast, this kind of negative co-movement between inequality and optimal tax rates is a suboptimal response in the classical Mirrlees (1971)-Diamond (1998)-Saez (2001) setup to changes in the exogenous distribution of skills.

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2025 Q1 方法报告

2025年第一季度,五大顶刊共发表实证研究约45篇。DID类方法(含Staggered DID)依然占据主导地位,占比约35%。值得注意的是,机器学习方法在因果推断中的应用持续增长,DML和CATE估计在RES和AER中频繁出现。RDD的应用保持稳定,约占15%。

DID16
IV10
Staggered DID8
RDD7
Panel6
Event Study5
DML4
SCM3

历史报告

2024 Q4

2024年第四季度,DID方法继续主导实证研究领域。Staggered DID新估计量(Callaway-Sant'Anna, Sun-Abraham)的使用率较去年同期上升显著。IV方法在贸易和劳动经济学领域的应用最为活跃。

论文条目

论文期刊时间
The Long-Run Effects of Industrial Policy on Local Development
Juhász et al.
DOI →
AER2025 Q1
Regression Discontinuity Designs in Education Policy Evaluation
Angrist et al.
DOI →
JPE2025 Q1
Immigration and Spatial Equilibrium: The Role of Infrastructure
Tsivanidis et al.
DOI →
QJE2025 Q1
Double Machine Learning for Treatment Effect Heterogeneity
Chernozhukov et al.
DOI →
RES2025 Q1
Synthetic Control Methods for Policy Evaluation in Developing Countries
Abadie et al.
DOI →
REStud2025 Q1
Minimum Wage and Employment: New Evidence from Stacked DID
Cengiz et al.
DOI →
AER2024 Q4