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Two main business cycle shocks are better than one 两个主要的商业周期冲击总比一个冲击好
IF 2.3 3区 经济学 Q2 ECONOMICS Pub Date : 2026-01-01 Epub Date: 2025-11-30 DOI: 10.1016/j.jedc.2025.105231
Antonio Granese
A recent influential study based on a Structural VAR with frequency-domain identification argues that most cyclical fluctuations in real activity are driven by a single shock. We revisit this view using a large-dimensional Dynamic Factor Model estimated on more than 100 U.S. macroeconomic series. Our data-rich approach uncovers two main shocks that jointly drive the business cycle: one transitory and demand-like, the other persistent and supply-like. This two-shock structure explains the bulk of both business-cycle and long-run fluctuations in key macroeconomic aggregates. The findings support a classical AD-AS interpretation and challenge the notion of a single dominant business-cycle shock.
最近一项基于频域识别的结构VAR的有影响力的研究认为,实际经济活动中的大多数周期性波动是由单一冲击驱动的。我们使用一个估计超过100 美国的大维度动态因子模型来重新审视这一观点宏观经济系列。我们的数据丰富的方法揭示了共同推动商业周期的两个主要冲击:一个是短暂的、类似需求的冲击,另一个是持续的、类似供应的冲击。这种双重冲击结构解释了主要宏观经济总量的大部分商业周期和长期波动。研究结果支持了经典的AD-AS解释,并挑战了单一主导商业周期冲击的概念。
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引用次数: 0
“Write your model almost as you would on paper and Michel will take care of the rest!” Michel Juillard’s contribution to macroeconomics in historical perspective “把你的模型几乎像你在纸上写的那样写出来,米歇尔会处理剩下的事情!”历史视角下米歇尔·茱莉亚对宏观经济学的贡献
IF 2.3 3区 经济学 Q2 ECONOMICS Pub Date : 2026-01-01 Epub Date: 2025-11-24 DOI: 10.1016/j.jedc.2025.105224
Beatrice Cherrier , Aurélien Saïdi , Francesco Sergi
In this article, we document Michel Juillard’s contribution to macroeconomics. Best known as the creator of the computer package Dynare, Juillard’s impact extends far beyond software development. We trace his training and career from his first encounter with computers in high school through his ongoing work on Dynare. His contribution to macroeconomics, we argue, is threefold: intellectual (devising algorithms and addressing specific computational problems for a class of models), technical (writing code and developing a computer package), and institutional (establishing and maintaining the governance structures that ensure Dynare’s sustainability as a digital commons). Juillard’s career highlights broader questions about adapting Ostrom’s framework to digital commons development, the principles that govern software development, and the place computational economics should occupy in the history of macroeconomics.
在这篇文章中,我们记录了米歇尔·茱莉亚对宏观经济学的贡献。作为计算机软件包Dynare的创造者,茱莉亚德的影响远远超出了软件开发。我们追溯了他的训练和职业生涯,从他在高中第一次接触计算机到他正在进行的Dynare工作。我们认为,他对宏观经济学的贡献是三重的:智力(为一类模型设计算法并解决特定的计算问题)、技术(编写代码和开发计算机软件包)和制度(建立和维护治理结构,确保Dynare作为数字公共资源的可持续性)。茱莉亚的职业生涯突出了一些更广泛的问题,如将奥斯特罗姆的框架应用于数字公共发展、管理软件开发的原则,以及计算经济学在宏观经济学史上应该占据的位置。
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引用次数: 0
Inflation expectations with finite horizon planning 有限视界规划下的通胀预期
IF 2.3 3区 经济学 Q2 ECONOMICS Pub Date : 2026-01-01 Epub Date: 2025-11-25 DOI: 10.1016/j.jedc.2025.105222
Christopher Gust , Edward Herbst , David López-Salido
Under finite horizon planning, households and firms evaluate a full set of state-contingent paths along which the economy might evolve out to a finite horizon but have limited ability to process events beyond that horizon. We show–analytically and empirically–that such a model accounts for an initial underreaction and subsequent overreaction of inflation forecasts. A planning horizon of four quarters can account for the evidence on the predictability of inflation forecast errors and macroeconomic data. Our identification and estimation strategies combine full-information methods based on aggregate data with regression-based estimates that directly use inflation expectations data.
在有限视界计划下,家庭和企业评估一整套由国家决定的路径,沿着这些路径,经济可能会发展到有限视界,但处理超出该视界的事件的能力有限。我们通过分析和经验表明,这样的模型解释了最初对通胀预测的反应不足和随后的反应过度。四个季度的规划周期可以解释通胀预测误差和宏观经济数据可预测性的证据。我们的识别和估计策略结合了基于汇总数据的全信息方法和直接使用通胀预期数据的基于回归的估计。
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引用次数: 0
Computation of policy counterfactuals in sequence space 序列空间中策略反事实的计算
IF 2.3 3区 经济学 Q2 ECONOMICS Pub Date : 2026-01-01 Epub Date: 2025-11-26 DOI: 10.1016/j.jedc.2025.105228
James Hebden, Fabian Winkler
We propose an efficient procedure to solve for policy counterfactuals in sequence space. Forecasts of the variables relevant for the policy problem, and their impulse responses to anticipated policy shocks, constitute sufficient information to construct valid counterfactuals. Knowledge of the structural model equations or filtering of structural shocks is not required. The underlying model has to be linear but occasionally binding constraints are allowed under quasi-perfect foresight. We solve for deterministic and stochastic paths under instrument rules as well as under optimal policy with commitment or subgame-perfect discretion. As an application, we compute counterfactuals of the U.S. economy after the pandemic shock of 2020 under several monetary policy regimes.
我们提出了一种求解序列空间中策略反事实的有效方法。对与政策问题相关的变量的预测,以及它们对预期政策冲击的冲动反应,构成了足够的信息来构建有效的反事实。不需要结构模型方程或结构冲击滤波的知识。底层模型必须是线性的,但在准完美预见的情况下,偶尔会允许绑定约束。我们求解了工具规则下的确定性路径和随机路径,以及具有承诺或子博弈完全自由裁量权的最优策略下的路径。作为应用,我们计算了几种货币政策制度下2020年大流行冲击后美国经济的反事实。
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引用次数: 0
The pass-through to inflation of gas price shocks 天然气价格冲击对通货膨胀的传导
IF 2.3 3区 经济学 Q2 ECONOMICS Pub Date : 2026-01-01 Epub Date: 2025-11-26 DOI: 10.1016/j.jedc.2025.105218
Lucia López , Florens Odendahl , Susana Párraga Rodríguez , Edgar Silgado-Gómez
This paper analyses the pass-through of gas shocks to inflation in the euro area. First, it uses a Bayesian Structural Vector Autoregressive (BSVAR) framework to estimate the effects of gas supply shocks on headline inflation in the euro area and its four largest economies. A gas supply shock that increases gas prices by 10 % raises euro area headline inflation by 0.6 percentage points after one year. The transmission of gas supply shocks is driven by direct and indirect effects, i.e. by households consuming gas products and by second-round effects through production costs. We document cross-country heterogeneity arising from differences in reliance on energy commodities across consumption and production, as well as from variation in the regulation of retail energy prices. Second, we build a New Keynesian Dynamic Stochastic General Equilibrium (NK-DSGE) model augmented with energy and show that indirect effects account for approximately 75 % of the cumulative response of headline inflation after three years.
本文分析了欧元区天然气冲击对通胀的传导作用。首先,它使用贝叶斯结构向量自回归(BSVAR)框架来估计天然气供应冲击对欧元区及其四大经济体总体通胀的影响。天然气供应的冲击使天然气价格上涨10%,一年后使欧元区的总体通货膨胀率上升0.6个百分点。天然气供应冲击的传导是由直接和间接影响驱动的,即由消费天然气产品的家庭和通过生产成本产生的第二轮影响驱动。我们记录了由于消费和生产对能源商品依赖程度的差异以及零售能源价格监管的差异而产生的跨国异质性。其次,我们建立了一个带有能量的新凯恩斯动态随机一般均衡(NK-DSGE)模型,并表明间接效应约占三年后总体通胀累积反应的75%。
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引用次数: 0
Reinforcement learning for household finance: Designing policy via responsiveness 家庭金融的强化学习:通过响应性设计政策
IF 2.3 3区 经济学 Q2 ECONOMICS Pub Date : 2026-01-01 Epub Date: 2025-12-03 DOI: 10.1016/j.jedc.2025.105229
Arka Prava Bandyopadhyay , Lilia Maliar
We use model-free reinforcement learning (RL) to explore how a mortgage servicer can optimize her actions toward a borrower. Unlike conventional heuristic approaches, our methodology eliminates reliance on subjective and qualitative judgments from industry and legal experts. We are the first to incorporate post-securitization soft information and the borrower’s responsiveness to the servicer to estimate an RL-based policy rule. When maximizing her reward, the servicer dynamically learns the type of borrower, allowing it to anticipate and mitigate adversarial behavior. This, in turn, fosters greater borrower cooperation and improves overall outcomes.
我们使用无模型强化学习(RL)来探索抵押贷款服务商如何优化她对借款人的行为。与传统的启发式方法不同,我们的方法消除了对行业和法律专家主观和定性判断的依赖。我们是第一个将证券化后的软信息和借款人对服务的响应性结合起来,以估计基于rl的策略规则的人。当她的回报最大化时,服务人员动态学习借款人的类型,允许它预测和减轻对抗行为。这进而促进借款国加强合作,改善总体成果。
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引用次数: 0
Unemployment and labor productivity comovement: the role of firm exit 失业与劳动生产率变动:企业退出的作用
IF 2.3 3区 经济学 Q2 ECONOMICS Pub Date : 2025-12-01 Epub Date: 2025-11-03 DOI: 10.1016/j.jedc.2025.105205
Miroslav Gabrovski , Mario Rafael Silva
The Diamond-Mortensen-Pissarides model has been the primary workhorse for analyzing the dynamics of unemployment, vacancies, and market tightness over the business cycle. However, it predicts a near-perfect comovement between these variables and labor productivity, whereas the empirical correlation is only mild. We resolve this discrepancy by extending the model to incorporate sunk entry costs and finitely elastic vacancy creation, and by carefully distinguishing between business opportunity destruction and match separation as distinct sources of job loss. These features render vacancies a partially predetermined, positively valued stock variable. If the destruction rate is low, then most vacancies are inherited from the past and reflect historical rather than current productivity, breaking the tight unemployment-productivity link, while preserving strong correlations among labor market variables. We show that, when calibrated to information on job turnover and recall rates, the model reproduces the empirical contemporaneous and dynamic correlations between labor market variables and productivity while preserving the strong correlation between unemployment, vacancies, and the market tightness observed in the data.
Diamond-Mortensen-Pissarides模型一直是分析商业周期中失业、职位空缺和市场紧缩动态的主要工具。然而,它预测了这些变量和劳动生产率之间的近乎完美的一致,而经验相关性只是温和的。我们通过扩展模型以纳入沉没进入成本和有限弹性空缺创造,并通过仔细区分商业机会破坏和匹配分离作为不同的失业来源来解决这一差异。这些特征使职位空缺成为部分预定的、正价值的股票变量。如果破坏率较低,那么大多数空缺都是从过去继承下来的,反映的是历史而不是当前的生产率,从而打破了失业率与生产率的紧密联系,同时保持了劳动力市场变量之间的强相关性。我们表明,当校准到工作流动率和召回率的信息时,该模型再现了劳动力市场变量与生产率之间的经验同步和动态相关性,同时保留了数据中观察到的失业、空缺和市场紧缩之间的强相关性。
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引用次数: 0
Matching friction, coordination, and monetary nonneutrality 匹配摩擦、协调和货币非中立性
IF 2.3 3区 经济学 Q2 ECONOMICS Pub Date : 2025-12-01 Epub Date: 2025-11-07 DOI: 10.1016/j.jedc.2025.105206
King King Li , Tao Zhu
This paper theoretically and experimentally investigates matching friction as a cause of monetary nonneutrality. We design a price-posting game in which mismatching (i.e., a player not being matched with a trading partner) is costly and can only be eliminated if players coordinate on one equilibrium from a specific subset of multiple equilibria. In the lab, subjects coordinate by certain pricing and visiting rules, and their actions appear to be consistent with such an equilibrium. A nominal shock disturbs the established coordination patterns and, in particular, causes sellers to adjust their pricing rules. The adjustment is persistent and differs at a disaggregate level in a way that the resulting nonneutrality gets along with the quantity theory (i.e., the aggregate price level is proportional to the aggregate nominal stock).
本文从理论上和实验上研究了匹配摩擦作为货币非中性的原因。我们设计了一个价格发布游戏,其中不匹配(即玩家与交易伙伴不匹配)是昂贵的,只有当玩家在多个均衡的特定子集中的一个均衡上进行协调时才能消除。在实验室中,受试者根据一定的定价和访问规则进行协调,他们的行为似乎符合这种平衡。名义冲击扰乱了既定的协调模式,尤其是促使卖方调整其定价规则。这种调整是持续的,并且在分解水平上有所不同,由此产生的非中性与数量理论一致(即,总价格水平与总名义库存成正比)。
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引用次数: 0
Private versus social responses to a pandemic 个人与社会对流行病的反应
IF 2.3 3区 经济学 Q2 ECONOMICS Pub Date : 2025-12-01 Epub Date: 2025-11-11 DOI: 10.1016/j.jedc.2025.105202
Miguel Casares , Paul Gomme , Hashmat Khan
What are the socially optimal restrictions on private activity during a pandemic? How do these differ from private decisions? We address these questions by modeling the interactions between epidemiology and the macroeconomy. Unlike the private planner, the social planner accounts for two externalities: the increase in the cost of severe illness associated with more infected individuals, reflecting the capacity constraints of the health care system; and the socioeconomic transmission of the virus from asymptomatic to susceptible individuals. Owing to these externalities, the social planner imposes stricter constraints on socioeconomic activities. Applied to the COVID-19 pandemic, socially optimal restrictions reduce the welfare costs by roughly one percent of GDP.
大流行期间对私人活动的社会最优限制是什么?这些与私人决定有何不同?我们通过模拟流行病学和宏观经济之间的相互作用来解决这些问题。与私人计划不同,社会计划考虑了两个外部性:与更多感染者相关的严重疾病成本的增加,反映了卫生保健系统的能力限制;以及病毒从无症状人群到易感人群的社会经济传播。由于这些外部性,社会计划者对社会经济活动施加了更严格的约束。将社会最优限制应用于COVID-19大流行,可以将福利成本降低约占GDP的1%。
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引用次数: 0
The “digital” premium: Why does digitalization drive stock returns? “数字化”溢价:为什么数字化会推动股票回报?
IF 2.3 3区 经济学 Q2 ECONOMICS Pub Date : 2025-12-01 Epub Date: 2025-11-12 DOI: 10.1016/j.jedc.2025.105217
Katharina Drechsler , Sebastian Müller , Heinz-Theo Wagner
To explore whether the rise of digital innovation across firms might point to the existence of a new risk compensation in asset pricing, we construct a text-based measure of the socio-technical phenomenon of digitalization, called digital orientation, by using the MD&A section of annual firm reports from 1996 to 2020. We find that firms with a high digital orientation (digital leaders) are systematically different along several key characteristics like valuation, sales growth, and profitability, forming a peer group of digitally leading firms across traditional industry boundaries. A digital orientation strategy, which is long (short) stocks with high (low) digital orientation, earns an equally weighted (value-weighted) monthly six-factor alpha of 0.41 % (0.28 %) per month, both statistically significant at 5 %. These results are robust to various sensitivity checks, including alternative constructions of the digital orientation measure, controls for industry membership, changes to the sample dataset, and the use of an alternative dictionary. Additionally, the results remain comparable if we construct an alternative investment strategy based on the portfolio holdings of funds with a digital innovation focus.
为了探究企业数字化创新的兴起是否意味着资产定价中存在一种新的风险补偿,我们利用1996年至2020年年度企业报告的MD&; a部分,构建了一种基于文本的数字化社会技术现象度量,称为数字化取向。我们发现,具有高度数字化取向的公司(数字化领导者)在估值、销售增长和盈利能力等几个关键特征上存在系统性差异,形成了一个跨越传统行业边界的数字化领先公司群体。数字导向策略,即多(空)高(低)数字导向的股票,每月平均加权(价值加权)六因子阿尔法值为0.41%(0.28%),均为5%的统计显著性。这些结果对各种灵敏度检查都具有鲁棒性,包括数字方向测量的替代结构、行业成员控制、样本数据集的更改以及替代字典的使用。此外,如果我们基于数字创新重点基金的投资组合构建替代投资策略,结果仍然具有可比性。
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引用次数: 0
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Journal of Economic Dynamics & Control
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