ANDREA CARRIERO, TODD E. CLARK, MASSIMILIANO MARCELLINO
Many studies using quantile regressions (QRs) have found that downside risk to output growth varies more than upside risk. We show that Bayesian vector autoregressions (BVARs) with stochastic volatility are able to capture tail risks in forecast distributions. Even though the one-step-ahead conditional predictive distributions from the conventional stochastic volatility specification are symmetric, forecasts of downside risks to output growth are more variable than upside risks, and the reverse applies in the case of inflation and unemployment. Overall, BVAR models perform comparably to QR for estimating and forecasting tail risks, complementing BVARs' established performance for forecasting and structural analysis.
许多使用量化回归(QRs)的研究发现,产出增长的下行风险比上行风险变化更大。我们的研究表明,具有随机波动率的贝叶斯向量自回归(BVAR)能够捕捉预测分布中的尾部风险。尽管传统随机波动率规范的一步前条件预测分布是对称的,但产出增长的下行风险预测比上行风险预测的变化更大,而通货膨胀和失业率的情况则相反。总体而言,BVAR 模型在估计和预测尾部风险方面的表现与 QR 相当,补充了 BVAR 在预测和结构分析方面的既定表现。
{"title":"Capturing Macro-Economic Tail Risks with Bayesian Vector Autoregressions","authors":"ANDREA CARRIERO, TODD E. CLARK, MASSIMILIANO MARCELLINO","doi":"10.1111/jmcb.13121","DOIUrl":"10.1111/jmcb.13121","url":null,"abstract":"<p>Many studies using quantile regressions (QRs) have found that downside risk to output growth varies more than upside risk. We show that Bayesian vector autoregressions (BVARs) with stochastic volatility are able to capture tail risks in forecast distributions. Even though the one-step-ahead conditional predictive distributions from the conventional stochastic volatility specification are symmetric, forecasts of downside risks to output growth are more variable than upside risks, and the reverse applies in the case of inflation and unemployment. Overall, BVAR models perform comparably to QR for estimating and forecasting tail risks, complementing BVARs' established performance for forecasting and structural analysis.</p>","PeriodicalId":48328,"journal":{"name":"Journal of Money Credit and Banking","volume":"56 5","pages":"1099-1127"},"PeriodicalIF":1.2,"publicationDate":"2023-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139064571","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
This paper constructs a survey-based measure capturing the evolution of market's expectations of the Federal Reserve's Large-Scale Asset Purchases (LSAP) program during 2008–18, and examines the transmission mechanism of unconventional monetary policy. Estimation results suggest that both signaling and portfolio balance channels of the LSAP were important in lowering long-term interest rates; Moreover, the Federal Reserve's forward guidance policy had led to a gradual extension of market's projections of the duration of the LSAP, making its effects more persistent. Model estimation also explains the 2013 taper tantrum well, and suggests that the LSAP's effects might have declined during QE III.
本文构建了一个基于调查的衡量指标,以捕捉 2008-18 年间市场对美联储大规模资产购买计划(LSAP)预期的变化,并研究非常规货币政策的传导机制。估计结果表明,大规模资产购买计划的信号传递渠道和投资组合平衡渠道在降低长期利率方面都发挥了重要作用;此外,美联储的前瞻性指导政策使市场对大规模资产购买计划持续时间的预测逐步延长,从而使其影响更加持久。模型估计也很好地解释了 2013 年的缩减效应,并表明 LSAP 的效果可能在 QE III 期间有所下降。
{"title":"Unconventional Monetary Policy and Long-Term Interest Rates","authors":"TAO WU","doi":"10.1111/jmcb.13111","DOIUrl":"10.1111/jmcb.13111","url":null,"abstract":"<p>This paper constructs a survey-based measure capturing the evolution of market's expectations of the Federal Reserve's Large-Scale Asset Purchases (LSAP) program during 2008–18, and examines the transmission mechanism of unconventional monetary policy. Estimation results suggest that both signaling and portfolio balance channels of the LSAP were important in lowering long-term interest rates; Moreover, the Federal Reserve's forward guidance policy had led to a gradual extension of market's projections of the duration of the LSAP, making its effects more persistent. Model estimation also explains the 2013 taper tantrum well, and suggests that the LSAP's effects might have declined during QE III.</p>","PeriodicalId":48328,"journal":{"name":"Journal of Money Credit and Banking","volume":"56 8","pages":"2061-2104"},"PeriodicalIF":1.2,"publicationDate":"2023-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139034998","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We assess how financial development affects innovation. For this purpose, we employ a unique Research Quotient data set from 1980 to 2018, and observe significant inverted-U effects of financial development on innovation for equity and credit markets. Specifically, the effects of the markets are sector-specific, implying that the inverted-U effect of the equity market on innovation is mainly driven by its diminishing effect on innovation in high-technology industries, while credit markets mostly affect innovation in non-high-technology industries. Regarding the mechanism, we posit that the inverted-U shape between finance and innovation may be explained by the disproportionate funds allocation-induced market concentration.
{"title":"Financial Development and Innovation: The Role of Market Structure*","authors":"XIAOYANG ZHU, JAEBEOM KIM","doi":"10.1111/jmcb.13125","DOIUrl":"10.1111/jmcb.13125","url":null,"abstract":"<p>We assess how financial development affects innovation. For this purpose, we employ a unique Research Quotient data set from 1980 to 2018, and observe significant inverted-U effects of financial development on innovation for equity and credit markets. Specifically, the effects of the markets are sector-specific, implying that the inverted-U effect of the equity market on innovation is mainly driven by its diminishing effect on innovation in high-technology industries, while credit markets mostly affect innovation in non-high-technology industries. Regarding the mechanism, we posit that the inverted-U shape between finance and innovation may be explained by the disproportionate funds allocation-induced market concentration.</p>","PeriodicalId":48328,"journal":{"name":"Journal of Money Credit and Banking","volume":"57 7","pages":"1973-1996"},"PeriodicalIF":1.6,"publicationDate":"2023-12-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138823692","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We evaluate the forecasting ability of several popular measures of uncertainty. We construct new real-time versions of both macro-economic and financial uncertainty, and analyze them together with their ex post counterparts. We find some explanatory power in all uncertainty measures, with relatively good performance by ex post macro-economic and financial uncertainty. However, real-time versions perform only about as well as other uncertainty measures such as economic policy uncertainty (EPU), a finding we relate to data revisions in the construction of ex post uncertainty. Real-time data and estimation considerations are highly consequential, owing to look-ahead bias. Real-time uncertainty forecasts real-time outcome variables better than it forecasts ex post revised outcome variables.
{"title":"How Well Does Uncertainty Forecast Economic Activity?","authors":"JIAWEN XU, JOHN ROGERS","doi":"10.1111/jmcb.13123","DOIUrl":"10.1111/jmcb.13123","url":null,"abstract":"<p>We evaluate the forecasting ability of several popular measures of uncertainty. We construct new real-time versions of both macro-economic and financial uncertainty, and analyze them together with their <i>ex post</i> counterparts. We find some explanatory power in all uncertainty measures, with relatively good performance by <i>ex post</i> macro-economic and financial uncertainty. However, real-time versions perform only about as well as other uncertainty measures such as economic policy uncertainty (EPU), a finding we relate to data revisions in the construction of <i>ex post</i> uncertainty. Real-time data and estimation considerations are highly consequential, owing to look-ahead bias. Real-time uncertainty forecasts real-time outcome variables better than it forecasts <i>ex post</i> revised outcome variables.</p>","PeriodicalId":48328,"journal":{"name":"Journal of Money Credit and Banking","volume":"57 2-3","pages":"645-662"},"PeriodicalIF":1.2,"publicationDate":"2023-12-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138823464","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
This paper contributes to and extends our current understanding of information frictions in expectations. I first propose a new framework for estimating noisy information using individual forecasts. I further extend this framework to incorporate misperceptions on the part of economic agents about the persistence of the underlying process being forecasted. Applying this framework to the U.S. inflation, forecasts of professional forecasters suggest a systematic overestimation on the part of forecasters of the persistence of inflation in addition to the presence of noisy signals. Using a structural model that incorporates both noisy signals and misperceptions of persistence, I quantify the relative importance of each channel in accounting for the expectations formation process of these agents. The results indicate that, even for professional forecasters, there are multiple forces that generate economically significant deviations from full information.
{"title":"What Do (and Don't) Forecasters Know About U.S. Inflation?","authors":"JANE RYNGAERT","doi":"10.1111/jmcb.13108","DOIUrl":"10.1111/jmcb.13108","url":null,"abstract":"<p>This paper contributes to and extends our current understanding of information frictions in expectations. I first propose a new framework for estimating noisy information using individual forecasts. I further extend this framework to incorporate misperceptions on the part of economic agents about the persistence of the underlying process being forecasted. Applying this framework to the U.S. inflation, forecasts of professional forecasters suggest a systematic overestimation on the part of forecasters of the persistence of inflation in addition to the presence of noisy signals. Using a structural model that incorporates both noisy signals and misperceptions of persistence, I quantify the relative importance of each channel in accounting for the expectations formation process of these agents. The results indicate that, even for professional forecasters, there are multiple forces that generate economically significant deviations from full information.</p>","PeriodicalId":48328,"journal":{"name":"Journal of Money Credit and Banking","volume":"57 4","pages":"717-755"},"PeriodicalIF":1.2,"publicationDate":"2023-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138823344","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
What happens when banks compete with deposit and loan contracts contingent on macro-economic shocks? The private sector insures the banking system efficiently against crises through such contracts when failing banks go bankrupt. When risks are large, banks may shift part of the risk to depositors who receive state-contingent contracts. In contrast, when failing banks are rescued, new phenomena such as risk magnification emerge. Depositors receive noncontingent contracts, while loan contracts demand high repayment in good times and low repayment in bad times. Banks overinvest and generate large macro-economic risks, even if the underlying productivity risk is small or zero.
{"title":"Contingent Contracts in Banking: Insurance or Risk Magnification?","authors":"HANS GERSBACH","doi":"10.1111/jmcb.13113","DOIUrl":"10.1111/jmcb.13113","url":null,"abstract":"<p>What happens when banks compete with deposit and loan contracts contingent on macro-economic shocks? The private sector insures the banking system efficiently against crises through such contracts when failing banks go bankrupt. When risks are large, banks may shift part of the risk to depositors who receive state-contingent contracts. In contrast, when failing banks are rescued, new phenomena such as risk magnification emerge. Depositors receive noncontingent contracts, while loan contracts demand high repayment in good times and low repayment in bad times. Banks overinvest and generate large macro-economic risks, even if the underlying productivity risk is small or zero.</p>","PeriodicalId":48328,"journal":{"name":"Journal of Money Credit and Banking","volume":"57 1","pages":"267-303"},"PeriodicalIF":1.2,"publicationDate":"2023-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jmcb.13113","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138714429","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Using supervisory data on small and midsized nonfinancial enterprises (SMEs), we find that those SMEs with higher leverage faced tighter constraints in accessing bank credit after the COVID-19 outbreak in spring 2020. Specifically, SMEs with higher pre-COVID leverage obtained a smaller volume of new loans and had to pay a higher spread on them during the pandemic period. Consistent with an inward shift in loan supply, these effects were concentrated in loans originated by banks with below-median capital buffers. Highly levered SMEs that relied on low-capital large banks for funding before the pandemic were not able to substitute to other sources of debt financing and thus experienced more of a reduction in total debt as well as a decline in investment and employment. On the other hand, the unprecedented public support, especially the Paycheck Protection Program (PPP), mitigated the adverse real effect stemming from bank credit constraints.
{"title":"Did High Leverage Render Small Businesses Vulnerable to the COVID-19 Shock?","authors":"FALK BRÄUNING, JOSÉ L. FILLAT, J. CHRISTINA WANG","doi":"10.1111/jmcb.13118","DOIUrl":"10.1111/jmcb.13118","url":null,"abstract":"<p>Using supervisory data on small and midsized nonfinancial enterprises (SMEs), we find that those SMEs with higher leverage faced tighter constraints in accessing bank credit after the COVID-19 outbreak in spring 2020. Specifically, SMEs with higher pre-COVID leverage obtained a smaller volume of new loans and had to pay a higher spread on them during the pandemic period. Consistent with an inward shift in loan supply, these effects were concentrated in loans originated by banks with below-median capital buffers. Highly levered SMEs that relied on low-capital large banks for funding before the pandemic were not able to substitute to other sources of debt financing and thus experienced more of a reduction in total debt as well as a decline in investment and employment. On the other hand, the unprecedented public support, especially the Paycheck Protection Program (PPP), mitigated the adverse real effect stemming from bank credit constraints.</p>","PeriodicalId":48328,"journal":{"name":"Journal of Money Credit and Banking","volume":"56 6","pages":"1367-1403"},"PeriodicalIF":1.2,"publicationDate":"2023-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138581439","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
In a business cycle model with endogenous firms' dynamics and debt renegotiation, we show that during financial crises loan forbearance does not harm the economy unless banks imperfectly monitor loans, and loan opacity worsens banks' moral hazard problem. Aggressive interest rate reductions and quantitative easing limit defaults and financial crisis-induced output contractions without hampering the entry of new firm entries. The decline in the natural interest rate, due to slower productivity growth and persistent liquidity shocks, potentially explains the observed long-term trend in nonperforming loan shares.
{"title":"Forbearance versus Foreclosure in a General Equilibrium Model","authors":"BIANCA BARBARO, PATRIZIO TIRELLI","doi":"10.1111/jmcb.13120","DOIUrl":"10.1111/jmcb.13120","url":null,"abstract":"<p>In a business cycle model with endogenous firms' dynamics and debt renegotiation, we show that during financial crises loan forbearance does not harm the economy unless banks imperfectly monitor loans, and loan opacity worsens banks' moral hazard problem. Aggressive interest rate reductions and quantitative easing limit defaults and financial crisis-induced output contractions without hampering the entry of new firm entries. The decline in the natural interest rate, due to slower productivity growth and persistent liquidity shocks, potentially explains the observed long-term trend in nonperforming loan shares.</p>","PeriodicalId":48328,"journal":{"name":"Journal of Money Credit and Banking","volume":"57 4","pages":"863-903"},"PeriodicalIF":1.2,"publicationDate":"2023-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138492974","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We estimate a New Keynesian model incorporating two notable features: bounded rationality and the zero lower bound on the nominal interest rate. Our Bayesian estimation of a nonlinear model shows that the model with bounded rationality better fits the U.S. data than its rational expectations counterpart, and that both households and firms exhibit a substantial degree of bounded rationality. Moreover, we demonstrate that bounded rationality expands a parameter region in which the model can be estimated and weakens the power of forward guidance.
{"title":"Estimating a Behavioral New Keynesian Model with the Zero Lower Bound","authors":"YASUO HIROSE, HIROKUNI IIBOSHI, MOTOTSUGU SHINTANI, KOZO UEDA","doi":"10.1111/jmcb.13117","DOIUrl":"10.1111/jmcb.13117","url":null,"abstract":"<p>We estimate a New Keynesian model incorporating two notable features: bounded rationality and the zero lower bound on the nominal interest rate. Our Bayesian estimation of a nonlinear model shows that the model with bounded rationality better fits the U.S. data than its rational expectations counterpart, and that both households and firms exhibit a substantial degree of bounded rationality. Moreover, we demonstrate that bounded rationality expands a parameter region in which the model can be estimated and weakens the power of forward guidance.</p>","PeriodicalId":48328,"journal":{"name":"Journal of Money Credit and Banking","volume":"56 8","pages":"2185-2197"},"PeriodicalIF":1.2,"publicationDate":"2023-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138492973","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We analyze the gross worker flows over the life cycle by constructing a quantitative general equilibrium model. Using U.S. data, we first document the life-cycle patterns of flows across different labor market states (employment, unemployment, and not in the labor force), as well as job-to-job transitions. We then build a model of the aggregate labor market that incorporates the life cycle of workers, consumption-saving decisions, and labor market frictions. We estimate the model and use it to examine the effects of policies on aggregate labor market outcomes. In particular, we analyze a taxes-and-transfers policy and an unemployment insurance policy.
{"title":"Gross Worker Flows over the Life Cycle","authors":"TOMAZ CAJNER, İLHAN GÜNER, TOSHIHIKO MUKOYAMA","doi":"10.1111/jmcb.13114","DOIUrl":"10.1111/jmcb.13114","url":null,"abstract":"<p>We analyze the gross worker flows over the life cycle by constructing a quantitative general equilibrium model. Using U.S. data, we first document the life-cycle patterns of flows across different labor market states (employment, unemployment, and not in the labor force), as well as job-to-job transitions. We then build a model of the aggregate labor market that incorporates the life cycle of workers, consumption-saving decisions, and labor market frictions. We estimate the model and use it to examine the effects of policies on aggregate labor market outcomes. In particular, we analyze a taxes-and-transfers policy and an unemployment insurance policy.</p>","PeriodicalId":48328,"journal":{"name":"Journal of Money Credit and Banking","volume":"57 4","pages":"757-791"},"PeriodicalIF":1.2,"publicationDate":"2023-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138492975","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}