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Introducing shrinkage in heavy-tailed state space models to predict equity excess returns. 在重尾状态空间模型中引入收缩来预测股票超额收益
IF 1.9 4区 经济学 Q2 ECONOMICS Pub Date : 2025-01-01 Epub Date: 2023-05-29 DOI: 10.1007/s00181-023-02437-3
Florian Huber, Gregor Kastner, Michael Pfarrhofer

We forecast excess returns of the S &P 500 index using a flexible Bayesian econometric state space model with non-Gaussian features at several levels. More precisely, we control for overparameterization via global-local shrinkage priors on the state innovation variances as well as the time-invariant part of the state space model. The shrinkage priors are complemented by heavy tailed state innovations that cater for potential large breaks in the latent states, even if the degree of shrinkage introduced is high. Moreover, we allow for leptokurtic stochastic volatility in the observation equation. The empirical findings indicate that several variants of the proposed approach outperform typical competitors frequently used in the literature, both in terms of point and density forecasts.

我们使用具有多个层次非高斯特征的灵活贝叶斯计量经济状态空间模型来预测标准普尔500指数的超额收益。更准确地说,我们通过状态创新方差的全局-局部收缩先验以及状态空间模型的时不变部分来控制过度参数化。即使引入的收缩程度很高,也可以通过重尾状态创新来弥补潜在状态中潜在的大断裂。此外,我们允许在观测方程中出现细峰随机波动。实证结果表明,该方法的几个变体在点和密度预测方面都优于文献中经常使用的典型竞争对手。
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引用次数: 0
Econometric analysis of the long-run relationship between preventive care spending and mortality: evidence from OECD countries, 1970-2019. 预防保健支出与死亡率之间长期关系的计量经济学分析:来自经合组织国家的证据,1970-2019。
IF 1.9 4区 经济学 Q2 ECONOMICS Pub Date : 2025-01-01 Epub Date: 2025-09-17 DOI: 10.1007/s00181-025-02820-2
Mehdi Ammi, Farzaneh Davarzani

While the share of health spending from public sources dedicated to preventive care has increased, the extent to which this preventive care spending can reduce mortality is still uncertain, mainly since effects may occur only in the long run. This paper takes advantage of a recent econometric method to empirically examine the long-run relationship between mortality and public preventive care spending in 37 OECD countries from 1970 to 2019. We construct an unbalanced longitudinal dataset on all-cause mortality and public preventive spending from publicly available OECD datasets. We detect cointegration and cross-sectional dependence in our data. This leads us to use the dynamic common correlated effects (DCCE) panel error correction model from Chudik and Pesaran (2015) to address these issues and account for heterogeneity across OECD countries. Our results indicate a long-run preventive care spending elasticity of - 0.10 in the OECD, and Granger non-causality tests suggest this may be a causal effect of spending on mortality. We also find that the long-run preventive care spending elasticity is of +0.04 for life expectancy at age 65. To better understand mechanisms, we explore the subcategories of preventive care spending and find that early disease detection programs and immunization programs drive the mortality reduction. To compare with other government health expenditures, we run our models using inpatient and outpatient healthcare expenditures as predictors and find the long-run association with mortality is less consistent. Overall, our findings indicate that higher preventive care spending may help reduce mortality in the long run in OECD countries, but this relationship is likely small.

Supplementary information: The online version contains supplementary material available at 10.1007/s00181-025-02820-2.

虽然公共来源用于预防保健的保健支出份额有所增加,但这种预防保健支出能在多大程度上降低死亡率仍不确定,主要是因为效果可能只有在长期才会出现。本文利用最近的计量经济学方法,对1970年至2019年37个经合组织国家的死亡率与公共预防保健支出之间的长期关系进行了实证研究。我们从公开可用的经合组织数据集构建了一个关于全因死亡率和公共预防性支出的不平衡纵向数据集。我们在数据中检测到协整和横截面依赖性。这导致我们使用Chudik和Pesaran(2015)的动态共同相关效应(DCCE)面板纠错模型来解决这些问题,并解释经合组织国家之间的异质性。我们的研究结果表明,经合组织的长期预防保健支出弹性为- 0.10,格兰杰非因果检验表明,这可能是支出对死亡率的因果效应。我们还发现,65岁预期寿命的长期预防保健支出弹性为+0.04。为了更好地理解机制,我们探索了预防保健支出的子类别,发现早期疾病检测计划和免疫计划推动了死亡率的降低。为了与其他政府医疗支出进行比较,我们使用住院和门诊医疗支出作为预测因子运行我们的模型,发现与死亡率的长期关联不太一致。总体而言,我们的研究结果表明,从长远来看,较高的预防保健支出可能有助于降低经合组织国家的死亡率,但这种关系可能很小。补充资料:在线版本包含补充资料,下载地址:10.1007/s00181-025-02820-2。
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引用次数: 0
The short-term effect of a COVID-19 infection on employment probabilities of labour-market entrants in the Netherlands. COVID-19感染对荷兰劳动力市场进入者就业概率的短期影响
IF 1.9 4区 经济学 Q2 ECONOMICS Pub Date : 2025-01-01 Epub Date: 2025-08-11 DOI: 10.1007/s00181-025-02798-x
Henri Bussink, Tobias Vervliet, Bas Ter Weel

This research estimates the effect of a COVID-19 infection on the employment probabilities of two cohorts of labour-market entrants in the Netherlands. To identify the causal effect, we exploit variation in registered (positive) COVID-19 (PCR) test results among graduates over time and estimate a heterogeneity-robust difference-in-difference model. The empirical results suggest that a COVID-19 infection decreases the employment probabilities of positively tested labour-market entrants (ATT) by 0.5-1.1 percentage points over a three-month period within the first fifteen months after graduation. The effect size and duration are limited and predominantly driven by graduates from secondary vocational education and those who are just entering the labour market. The estimated coefficients for graduates from higher education and those who have already been employed for some months are economically small. Due to differences in group size and timing of the event, a direct comparison to the effect of lockdown measures is not possible. However, the effect size (ATT) seems to be at most ten percent of the average effect (ATE) of COVID-19 related lockdowns.

本研究估计了COVID-19感染对荷兰两组劳动力市场进入者就业概率的影响。为了确定因果关系,我们利用了毕业生中登记(阳性)COVID-19 (PCR)检测结果随时间的变化,并估计了异质性稳健性差中差模型。实证结果表明,在毕业后的前15个月内,COVID-19感染会使检测呈阳性的劳动力市场进入者(ATT)在三个月内的就业概率降低0.5-1.1个百分点。这种影响的规模和持续时间是有限的,主要是由中等职业教育的毕业生和刚刚进入劳动力市场的人推动的。高等教育毕业生和已经就业几个月的人的估计系数在经济上很小。由于群体规模和活动时间的差异,无法直接比较封锁措施的效果。然而,效果大小(ATT)似乎最多只有COVID-19相关封锁平均效果(ATE)的10%。
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引用次数: 0
Macroeconomic effects of monetary policy in Japan: an analysis using interest rate futures surprises 日本货币政策的宏观经济效应:利用利率期货意外的分析
IF 3.2 4区 经济学 Q2 ECONOMICS Pub Date : 2024-09-10 DOI: 10.1007/s00181-024-02654-4
Hiroyuki Kubota, Mototsugu Shintani

We estimate the effects of monetary policy on the aggregate economy in Japan during the last three decades when the effective lower bound (ELB) on interest rates was occasionally binding. We use monetary policy surprises from the interest rate futures market as the external instrument to identify monetary policy shocks in the vector autoregressive model. We find that monetary policy has been effective in Japan during the last three decades, and the effect was more persistent in the ELB regime than in the non-ELB regime. In a simulation exercise, we further show that a New Keynesian model with forward guidance can replicate our empirical finding.

在过去三十年中,当利率的有效下限(ELB)偶尔具有约束力时,我们估算了货币政策对日本总体经济的影响。我们使用利率期货市场的货币政策意外作为外部工具,在向量自回归模型中识别货币政策冲击。我们发现,在过去三十年中,日本的货币政策是有效的,而且在 ELB 体制下,货币政策的效果比非 ELB 体制下更持久。在模拟演练中,我们进一步表明,带有前瞻性指导的新凯恩斯主义模型可以复制我们的经验发现。
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引用次数: 0
Stochastic instability: a dynamic quantile approach 随机不稳定性:动态量值法
IF 3.2 4区 经济学 Q2 ECONOMICS Pub Date : 2024-09-10 DOI: 10.1007/s00181-024-02651-7
Jean-Paul Chavas

This paper examines the nature of instability in stochastic dynamical systems. Relying on a quantile approach, we propose to measure dynamic instability by the average rate of divergence ((AR{D}^{text{s}})) of the state along a finite forward stochastic path. Under stochastic shocks, (AR{D}^{text{s}}) is a random variable with a given distribution function that depends on the nature of the underlying dynamic process as well as the nature of the shocks. We show how our approach can be made empirically tractable using a quantile autoregression (QAR) model. In an empirical application to futures price, the QAR estimates provide statistical evidence that futures price instability varies with market conditions: instability increases with the maturity of the futures contract as well as with higher quantiles (representing positive shocks located in the upper tail of the price distribution). We find that neglecting stochastic shocks (e.g., under a deterministic dynamic analysis) tends to overstate the presence of instability. The results stress the importance of evaluating the dynamic impacts of shocks across the whole distribution.

本文探讨了随机动态系统中不稳定性的本质。基于量子方法,我们提出用状态沿有限前向随机路径的平均发散率((AR{D}^{text{s}}))来衡量动态不稳定性。在随机冲击下,(AR{D}^{text{s}}) 是一个具有给定分布函数的随机变量,该函数取决于基本动态过程的性质以及冲击的性质。我们展示了如何利用量子自回归(QAR)模型使我们的方法在经验上具有可操作性。在期货价格的实证应用中,QAR 估计值提供了期货价格不稳定性随市场条件变化而变化的统计证据:不稳定性随期货合约的到期日以及较高的量化值(代表位于价格分布上端正向冲击)而增加。我们发现,忽略随机冲击(如在确定性动态分析下)往往会夸大不稳定性的存在。结果强调了评估冲击对整个分布的动态影响的重要性。
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引用次数: 0
Revisiting precious metal mining stocks and precious metals as hedge, diversifiers and safe-havens: a multidimensional scaling and wavelet quantile correlation perspective 重新审视贵金属矿业股票和贵金属作为对冲工具、分散工具和避险工具的作用:多维标度和小波量化相关性视角
IF 3.2 4区 经济学 Q2 ECONOMICS Pub Date : 2024-09-05 DOI: 10.1007/s00181-024-02659-z
Zubair Ahmad Parrey, Arif Billah Dar, Manas Paul

We test whether precious metals and their mining stock counterparts are hedges, diversifiers or safe-havens against equity markets. We resort to multidimensional scaling and wavelet-based quantile correlation method to examine the association between precious metals, indices of precious metal mining stocks and equity market over both quantiles and frequencies. Our results indicate that the white precious metals and the mining stocks of gold and silver are potential diversifier assets. We also find that gold maintains the exclusivity of being both hedge and safe-haven against equity market. The results drawn have important implications for investors and managers operating at different time horizons in the equity market.

我们检验了贵金属及其矿业股票是否是股市的对冲工具、分散工具或避险工具。我们采用多维标度和基于小波的量子相关性方法来检验贵金属、贵金属矿业股票指数和股票市场之间在量子和频率上的关联。我们的研究结果表明,白色贵金属以及黄金和白银矿业股是潜在的多元化资产。我们还发现,黄金在股票市场上保持了对冲和避险的独特性。得出的结果对投资者和管理者在股票市场的不同时间跨度上的操作具有重要意义。
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引用次数: 0
Euro area inflation differentials: the role of fiscal policies revisited 欧元区通胀差异:财政政策的作用再探讨
IF 3.2 4区 经济学 Q2 ECONOMICS Pub Date : 2024-09-04 DOI: 10.1007/s00181-024-02652-6
Cristina Checherita-Westphal, Nadine Leiner-Killinger, Teresa Schildmann

This paper provides a comprehensive empirical analysis of the role of discretionary fiscal policy for inflation differentials across the 19 euro area countries over the period 1999–2019. The results confirm existing (older) literature that it is difficult to find robust evidence of the fiscal policy stance or impulse impacting directly on inflation differentials. We do find, however, support for an indirect effect of discretionary fiscal policy on inflation differentials working through the output gap channel. There is also some evidence that fiscal policy may be especially potent in influencing inflation differentials—with fiscal tightening cooling (and fiscal expansion increasing) inflation pressures—when the economy is above its potential. Finally, going from the overall fiscal stance or impulse to individual fiscal instruments, we find that value added tax rate changes and public wage growth are statistically significant determinants of inflation differentials in our sample.

本文对 1999-2019 年间欧元区 19 个国家的酌情财政政策对通胀差异的作用进行了全面的实证分析。结果证实了现有(较早的)文献,即很难找到财政政策立场或冲动直接影响通胀差异的有力证据。不过,我们确实发现,通过产出缺口渠道,支持酌情财政政策对通胀差异产生间接影响。还有一些证据表明,当经济高于其潜力时,财政政策对通胀差异的影响可能特别大--财政紧缩会冷却(而财政扩张会增加)通胀压力。最后,从整体财政立场或冲动到单个财政工具,我们发现在我们的样本中,增值税率变化和公共工资增长在统计上是通胀差异的重要决定因素。
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引用次数: 0
Instrumental variable estimation with observed and unobserved heterogeneity of the treatment and instrument effect: a latent class approach 具有观察到的和未观察到的治疗和工具效应异质性的工具变量估计:潜类方法
IF 3.2 4区 经济学 Q2 ECONOMICS Pub Date : 2024-09-02 DOI: 10.1007/s00181-024-02658-0
Pablo Rodriguez, Mauricio Sarrias

This article introduces a latent class approach to estimate the impact of a continuous and endogenous treatment on a continuous outcome, incorporating observed and unobserved heterogeneity in both the treatment and instrument effects, and relaxing the monotonicity assumption across groups of individuals. Our approach, based on a fully parametric model estimated via maximum likelihood, allows the parameters to vary across different classes (groups) of individuals. Given that the membership of each individual to a given class is unknown, we jointly estimate it alongside class-specific parameters assuming a discrete distribution. We perform a Monte Carlo experiment to evaluate the performance of our estimator under assumptions similar to those of the traditional instrumental variables model. Our results indicate that when the model is well specified, our proposed estimator accurately estimates the true degree of unobserved heterogeneity across classes and the population average treatment effect. We illustrate the practical implementations of our approach with two empirical examples.

本文介绍了一种潜类方法,用于估算连续内生治疗对连续结果的影响,在治疗效果和工具效果中纳入了观察到的和未观察到的异质性,并放宽了个人群体间的单调性假设。我们的方法基于通过最大似然法估算的全参数模型,允许参数在不同类别(组)的个体间变化。鉴于每个个体在给定类别中的成员身份是未知的,我们将其与假设为离散分布的特定类别参数一起进行联合估计。我们进行了蒙特卡罗实验,以评估在与传统工具变量模型类似的假设条件下我们的估计器的性能。我们的结果表明,当模型指定良好时,我们提出的估计器能准确估计出各等级中未观察到的异质性的真实程度以及人群平均治疗效果。我们用两个经验实例来说明我们方法的实际应用。
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引用次数: 0
Central bank information effects in Japan: the role of uncertainty channel 日本中央银行的信息效应:不确定性渠道的作用
IF 3.2 4区 经济学 Q2 ECONOMICS Pub Date : 2024-08-26 DOI: 10.1007/s00181-024-02656-2
Hiroshi Morita, Ryo Matsumoto, Taiki Ono

This study identifies central bank information shocks and pure monetary policy shocks for Japan by combining high-frequency identification with sign restrictions. The empirical findings provide robust evidence of the central bank information effect in Japan. Specifically, the central bank’s optimistic outlook, conveyed through contractionary monetary actions, reduces economic uncertainty and leads to increases in stock prices and output. Additionally, changes in uncertainty play a significant role in the transmission of the central bank’s information effect. The overall impact of monetary policy and information shocks, as identified through our method, is found to be larger than that identified using conventional techniques such as Cholesky decomposition.

本研究通过将高频识别与符号限制相结合,识别了日本的中央银行信息冲击和纯货币政策冲击。实证研究结果提供了日本央行信息效应的有力证据。具体而言,央行通过收缩性货币行动传达的乐观前景降低了经济的不确定性,并导致股票价格和产出的增长。此外,不确定性的变化在中央银行信息效应的传导过程中也发挥了重要作用。通过我们的方法确定的货币政策和信息冲击的总体影响,要大于使用 Cholesky 分解等传统技术确定的影响。
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引用次数: 0
The hiring of older workers: evidence from Germany 雇用老年工人:德国的证据
IF 3.2 4区 经济学 Q2 ECONOMICS Pub Date : 2024-08-23 DOI: 10.1007/s00181-024-02637-5
Fabian Busch, Robert Fenge, Carsten Ochsen

This article analyses how hiring older workers adjusts to demographic change in the labour force by using information from more than 500,000 firms in Germany. We find robust evidence that firms faced with an ageing labour market hire relatively more older workers. However, the pace of this adjustment is relatively slow, particularly when ageing happens outside the firm. The tendency to employ older people is more considerable in East Germany, where the demographic change moves forward faster. Furthermore, part-time working models support hiring older workers, but this effect becomes less important in larger firms and East Germany. Finally, while partial retirement regulations enhance flexibility within the firm, they, unfortunately, diminish the employment opportunities for older external job seekers.

本文利用德国 50 多万家企业的信息,分析了雇用老年员工如何适应劳动力人口结构的变化。我们发现了强有力的证据,表明企业在面临劳动力市场老龄化的情况下会相对雇用更多的老年员工。然而,这种调整的速度相对缓慢,尤其是当老龄化发生在企业外部时。在人口结构变化较快的东德,雇佣老年人的趋势更为明显。此外,非全日制工作模式也有助于雇用年龄较大的员工,但在规模较大的企业和东德,这种效应的重要性就会降低。最后,虽然部分退休的规定提高了企业内部的灵活性,但不幸的是,却减少了老年外部求职者的就业机会。
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引用次数: 0
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Empirical Economics
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