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Web Scraping Housing Prices in Real-time: the Covid-19 Crisis in the UK 网络实时抓取房价:英国的Covid-19危机
Pub Date : 2022-12-01 DOI: 10.2139/ssrn.3916196
Jean-Charles Bricongne, Baptiste Meunier, Sylvain Pouget
While official statistics provide lagged and aggregate information on the housing market, extensive information is available publicly on real-estate websites. By web scraping them for the UK on a daily basis, this paper extracts a large database from which we build timelier and highly granular indicators. One originality of the dataset is to provide the sellers’ perspective, allowing to compute innovative indicators of the housing market such as the numb er of new posted offers or how prices fluctuate over time for existing offers. Matching selling prices in our dataset with transacted prices from the notarial database using machine learning techniques allows us to measure the negotiation margin of buyers – an innovation to the literature. During the Covid-19 crisis, these indicators demonstrate the freezing of the market and the “wait-and-see” behaviour of sellers. They also show that prices have been increasing in rural regions after the lockdown but experienced a continued decline in London.
虽然官方统计数据提供的是滞后的、综合的房地产市场信息,但房地产网站上公开的信息却非常广泛。通过每天在网上为英国抓取这些数据,本文提取了一个大型数据库,从中我们构建了更及时、更精细的指标。该数据集的一个创新之处在于,它提供了卖家的视角,允许计算房地产市场的创新指标,比如新发布的报价数量,或者现有报价的价格随时间波动情况。使用机器学习技术将我们数据集中的销售价格与公证数据库中的交易价格相匹配,使我们能够衡量买家的谈判边际——这是对文献的一项创新。在2019冠状病毒病危机期间,这些指标表明市场冻结和卖家的“观望”行为。数据还显示,封锁后,农村地区的房价一直在上涨,但伦敦的房价持续下跌。
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引用次数: 13
Firms’ Inflation Expectations: New Evidence from France 企业通胀预期:来自法国的新证据
Pub Date : 2021-10-01 DOI: 10.3386/w29376
Frédérique Savignac, E. Gautier, Y. Gorodnichenko, Olivier Coibion
Using a new survey of firms’ inflation expectations in France, we provide novel evidence about the measurement and formation of inflation expectations on the part of firms. First, French firms report inflation expectations with a smaller, but still positive, bias than households and display less disagreement. Second, we characterize the extent and manner in which the wording of questions matters for the measurement of firms’ inflation expectations. Third, we document whether and how the position of the respondent within the firm affects the provided responses. Fourth, because our survey measures firms’ expectations about aggregate and firm-level wage growth along with their inflation expectations, we are able to show that expectations about wages are even more condensed than firms’ inflation expectations and almost completely uncorrelated with them, indicating that firms perceive little link between price and wage inflation. Finally, an experimental treatment indicates that an exogenous change in firms’ inflation expectations has no effect on their aggregate wage expectations.
通过对法国企业通胀预期的一项新调查,我们提供了关于企业通胀预期的测量和形成的新证据。首先,与家庭相比,法国企业在报告通胀预期时的偏差较小,但仍然是积极的,分歧也较少。其次,我们描述了问题的措辞对衡量企业通胀预期的影响程度和方式。第三,我们记录了被访者在公司中的地位是否以及如何影响所提供的答复。第四,由于我们的调查测量了企业对总工资和企业水平工资增长的预期以及他们的通胀预期,我们能够表明,对工资的预期甚至比企业的通胀预期更浓缩,几乎完全不相关,这表明企业认为价格和工资通胀之间几乎没有联系。最后,一项实验表明,企业通胀预期的外生变化对其总工资预期没有影响。
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引用次数: 21
Does one (Unconventional) Size Fit All? Effects of the ECB's Unconventional Monetary Policies on the Euro Area Economies 一种(非传统)尺码适合所有人吗?欧洲央行非常规货币政策对欧元区经济的影响
Pub Date : 2021-09-01 DOI: 10.2139/ssrn.3918378
M. Pagliari
This paper aims at assessing the macroeconomic impact of unconventional monetary policies (UMPs) that the ECB has put in place in the euro area after the 2007 financial crisis. With this purpose, we first document how the relative importance of the main transmission channels of such measures has changed over time, with the portfolio rebalancing being generally more impactful than the signaling channel after the “Whatever it takes” speech in July 2012. However, we also provide evidence of a great degree of heterogeneity across core and peripheral economies, as well as over time. We then adopt a time-varying SVAR with stochastic volatility to account for such heterogeneity, by identifying UMP shocks via “dynamic” sign restrictions. By means of counterfactual experiments, we provide evidence of how a different stance on the part of the ECB would have led to a significantly different economic performance of euro area economies. For instance, if the ECB had not put in place the measures adopted between 2014 and 2017, annual output growth would have been, on average, 0.67 percentage points lower in peripheral countries.
本文旨在评估2007年金融危机后欧洲央行在欧元区实施的非常规货币政策(UMPs)对宏观经济的影响。为此,我们首先记录了这些措施的主要传导渠道的相对重要性是如何随着时间的推移而变化的,其中投资组合再平衡通常比2012年7月“不惜一切代价”讲话后的信号渠道更有影响力。然而,我们也提供了证据,证明核心和外围经济体之间以及随着时间的推移存在很大程度的异质性。然后,我们采用具有随机波动性的时变SVAR来解释这种异质性,通过“动态”符号限制来识别非常规货币政策冲击。通过反事实实验,我们提供了证据,证明欧洲央行的不同立场将如何导致欧元区经济体的经济表现显著不同。例如,如果欧洲央行没有实施2014年至2017年间采取的措施,欧元区外围国家的年产出增长率将平均降低0.67个百分点。
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引用次数: 2
Downward Interest Rate Rigidity 利率下行刚性
Pub Date : 2021-08-01 DOI: 10.2139/ssrn.3918372
Grégory Levieuge, Jean‐Guillaume Sahuc
Empirical evidence suggests that bank lending rates are downward rigid: banks tend to adjust their rates more slowly and less completely to short-term market rates decreases than to increases. We investigate the macroeconomic consequences of this downward interest rate rigidity by introducing asymmetric bank lending rate adjustment costs in a macrofinance dynamic stochastic general equilibrium model. Calibrating the model to the euro area economy, we find that the difference in the initial response of GDP to positive and negative economic shocks of similar amplitude can reach up to 25%. This means that a central bank would have to cut its policy rate much more to obtain a symmetric medium-run impact on GDP. We also show that downward interest rate rigidity is stronger when policy rates are stuck at their effective lower bound, further disrupting monetary policy transmission. These findings imply that neglecting asymmetry in retail interest rate adjustments may yield misguided monetary policy decisions.
经验证据表明,银行贷款利率是向下刚性的:银行倾向于更缓慢、更不完全地调整利率,以适应短期市场利率的下降,而不是上升。我们通过在宏观金融动态随机一般均衡模型中引入不对称银行贷款利率调整成本来研究这种向下利率刚性的宏观经济后果。将模型校准到欧元区经济,我们发现GDP对类似幅度的积极和消极经济冲击的初始反应差异可以达到25%。这意味着央行必须大幅下调政策利率,才能对GDP产生对称的中期影响。我们还表明,当政策利率停留在有效下限时,利率下行刚性更强,进一步扰乱了货币政策传导。这些发现表明,忽视零售利率调整的不对称性可能会导致错误的货币政策决策。
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引用次数: 8
Une année de crise COVID : impact sur la dynamique de l’activité des entreprises en France. Une évaluation sur données individuelles (Corporate Activity in France Amid the Covid-19 Crisis. A Granular Data Analysis) 新冠肺炎危机一年:对法国商业活动动态的影响。对个人数据的评估(Covid-19危机期间法国的企业活动)。颗粒数据分析)
Pub Date : 2021-07-01 DOI: 10.2139/ssrn.3893653
B. Bureau, Anne Duquerroy, Julien Giorgi, Mathias Lé, Suzanne M. Scott, F. Vinas
French Abstract: Nous étudions l’impact de la crise sanitaire sur l’activité de plus de 645 000 entreprises, à partir de données individuelles permettant d’estimer leur chiffre d’affaires à une fréquence mensuelle. Notre approche, fondée sur un modèle de micro-simulation, est innovante à triple titre. Premièrement, nous quantifions la perte d'activité par rapport à une situation contrefactuelle dans laquelle la crise n'aurait pas eu lieu. Deuxièmement, nous estimons ce choc au niveau individuel, permettant une analyse détaillée de l'hétérogénéité des chocs d’activité. Nous mettons en lumière la dispersion du choc à la fois entre secteurs et au sein des secteurs. Nous montrons que le secteur de l'entreprise explique jusqu'à 48% de la variance des chocs d'activité mensuels pondérés par l'emploi en 2020, soit une part beaucoup plus importante que lors d'une année normale. Enfin, nous identifions quatre profils de trajectoires, caractéristiques de l’évolution de l'activité en 2020. Le secteur est le principal déterminant d'appartenance à un profil donné. Conditionnellement au secteur, le profil de trajectoire est également corrélé à la capacité d'adaptation organisationnelle des entreprises.English Abstract: Taking advantage of detailed firm-level data on VAT returns, we estimate the monthly impact of the Covid-19 crisis on the turnover of more than 645,000 French firms. Our approach, based on a micro-simulation model, is innovative in a triple way. Firstly, we quantify the activity loss with respect to a counterfactual situation in which the crisis would not have hit. Secondly, we estimate this shock at the firm level, enabling a thorough analysis of activity loss heterogeneity throughout the crisis. In particular, we shade light on the dispersion of the shock both within and between industries. We show that the industry the firm operates in explains up to 48% of the monthly activity shocks’ variance weighted by employment, a much larger share than in a normal year. Finally, we leverage our monthly firm-level data on sales to show how corporate activity has evolved along four distinct trajectories throughout 2020. The main determinant of belonging to a given profile of activity is the firm industry – defined at a very granular level. Conditional on industry, the activity trajectory is also correlated with the ability to adapt some firms have demonstrated during the crisis in terms of organization and production.
英文摘要:我们研究了健康危机对64.5万多家公司活动的影响,基于每月估计营业额的个人数据。我们的方法基于微模拟模型,在三个方面是创新的。首先,我们量化了与危机本不发生的反事实情况相关的活动损失。其次,我们在个人层面评估这种冲击,以便详细分析活动冲击的异质性。我们强调了冲击在部门之间和部门内部的分散。我们表明,在2020年,企业部门占月度就业加权活动冲击方差的48%,这一比例比正常年份高得多。最后,我们确定了2020年活动演变的四个轨迹轮廓。部门是属于某一特定概况的主要决定因素。在行业条件下,轨迹剖面也与企业的组织适应性相关。英文摘要:利用企业层面增值税申报表的详细数据,我们估计了Covid-19危机对64.5万多家法国企业营业额的每月影响。我们基于微仿真模型的方法在三个方面是创新的。首先,我们根据危机本来不会发生的反事实情况量化活动损失。第二,我们在坚实的层面上估计了这一冲击,使我们能够全面分析整个危机期间活动的异质性损失。的谈话,我们是从远处散of the light on the见到elod both (inside and between产业。我们表明,该公司经营的行业占每月活动冲击方差的48%以上,这一比例比正常年份大得多。最后,我们利用每月公司层面的销售数据来展示2020年期间企业活动是如何沿着四个不同的轨迹发展的。决定某一特定活动是否属于某一特定活动的主要因素是公司行业——在非常细粒度的层面上加以界定。根据工业的条件,活动轨迹也与危机期间一些公司在组织和生产方面所表现出的适应能力有关。
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引用次数: 2
Enrichment of the Banque de France’s monthly business survey: lessons from textual analysis of business leaders’ comments 丰富法兰西银行月度商业调查:来自商业领袖评论文本分析的教训
Pub Date : 2021-07-01 DOI: 10.2139/ssrn.3885553
Banque de France RPS Submitter, M. Ranvier, Mathilde Gerardin
In the context of the Banque de France’s monthly business survey, this document presents
the main findings of the textual analysis of business leaders’ comments. First, the richness
of these data is illustrated via an elementary sentiment index and the identification of the
main social movements since 2009 by means of keywords. Then, the article presents two
statistical applications whose reproducibility is discussed. The first one, applied to the 2018
yellow vests and the 2019 strikes, aims to estimate the impact on GDP of an event whose
effect is unequivocal. The second, backed by the study of Brexit, aims to characterize,
using a supervised learning model and word vectors, the effects of a complex event with
multiple impacts.
在法兰西银行每月商业调查的背景下,本文介绍了对商业领袖评论进行文本分析的主要发现。首先,通过基本情绪指数和2009年以来主要社会运动的关键词识别来说明这些数据的丰富性。然后,本文介绍了两种统计应用,讨论了它们的可重复性。第一个应用于2018年的黄背心和2019年的罢工,旨在估计影响明确的事件对GDP的影响。第二个以英国退欧研究为基础,旨在使用监督学习模型和词向量来描述具有多重影响的复杂事件的影响。
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引用次数: 0
Inflation tolerance ranges in the New Keynesian model 在新凯恩斯主义模型中,通货膨胀容忍度是有范围的
Pub Date : 2021-07-01 DOI: 10.2139/ssrn.3885592
Banque de France RPS Submitter, Hervé le Bihan, M. Marx, J. Matheron
A number of central banks in advanced countries use ranges, or bands, around their inflation
target to formulate their monetary policy strategy. The adoption of such ranges has been
proposed by some policymakers in the context of the Fed and the ECB reviews of their
strategies. Using a standard New Keynesian macroeconomic model, we analyze the
consequences of tolerance range policies, characterized by a stronger reaction of the central
bank to inflation when inflation lies outside the range than when it is close to the target, ie
the central value of the band. We show that (i) a tolerance band should not be a zone of
inaction: the lack of reaction within the band endangers macroeconomic stability and leads
to the possibility of multiple equilibria; (ii) the trade-off between the reaction needed outside
the range versus inside seems unfavorable: a very strong reaction, when inflation is far from
the target, is required to compensate a moderately lower reaction within tolerance band; (iii)
these results, obtained within the framework of a stylized model, are robust to many
alterations, in particular allowing for the zero lower bound.
发达国家的许多央行在制定货币政策策略时,都采用通胀目标的区间或区间。在美联储和欧洲央行评估其策略的背景下,一些政策制定者提议采用这样的区间。使用标准的新凯恩斯宏观经济模型,我们分析了容忍范围政策的后果,其特点是当通货膨胀处于范围之外时,央行对通货膨胀的反应比接近目标(即区间的中心值)时更强烈。我们证明(i)容忍带不应该是一个非作用区:在容忍带内缺乏反应会危及宏观经济稳定并导致多重平衡的可能性;(ii)区间外所需的反应与区间内所需的反应之间的权衡似乎是不利的:当通胀远离目标时,需要非常强烈的反应来补偿容差区间内适度较低的反应;(iii)在程式化模型框架内获得的这些结果对许多变化都具有鲁棒性,特别是考虑到下界为零。
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引用次数: 4
Job Polarization and the Flattening of the Price Phillips Curve 就业两极分化与价格菲利普斯曲线趋平
Pub Date : 2021-06-21 DOI: 10.2139/ssrn.3871002
D. Siena, Riccardo Zago
This paper shows that the change in the occupational composition of the labor market in favour of non-routine jobs -i.e. job polarization- flattens the price Phillips Curve (PC). Using data from the European Monetary Union and exploiting the fact that job polarization accelerates during recessions, we obtain two results. First, countries experiencing a bigger shift in the occupational structure during a downturn exhibit a flatter PC afterward. Second, the occupational shifts experienced during the Great Recession and the Sovereign Debt Crisis explain up to a forth of the flattening of the curve in the 2002-2018 period. We reconcile this evidence through a New Keynesian model with unemployment and search and matching frictions. Heterogeneity in the fluidity across segments of the labor market -i.e. differences in the separation and hiring rate across jobs- is the source of PC flattening.
本文表明,劳动力市场职业构成的变化有利于非常规工作,即工作极化,使价格菲利普斯曲线(PC)趋于平缓。利用欧洲货币联盟(European Monetary Union)的数据,并利用就业两极分化在衰退期间加速的事实,我们得到了两个结果。首先,在经济衰退期间经历较大职业结构转变的国家,随后的个人电脑表现得更扁平。其次,大衰退和主权债务危机期间经历的职业转变解释了2002年至2018年期间曲线趋平的四分之一。我们通过一个包含失业、搜索和匹配摩擦的新凯恩斯模型来调和这一证据。劳动力市场各部门流动性的异质性——即不同工作岗位的离职率和雇佣率的差异——是PC趋于平缓的根源。
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引用次数: 2
Foreign Direct Investment and Domestic Private Investment in Sub-Saharan African Countries: Crowding-In or Out ? 撒哈拉以南非洲国家的外国直接投资与国内私人投资:挤进还是挤出?
Pub Date : 2021-06-01 DOI: 10.2139/ssrn.3866402
Banque de France RPS Submitter, Diallo Askandarou, L. Jacolin, Isabelle Rabaud
This paper investigates the relationship between FDI and private investment in Sub-Saharan Africa (SSA), using a sample of 40 countries over 1980-2017. To disentangle short term from long-term dynamics, our empirical analysis is based on Pooled Mean Group (PMG), Mean Group (MG) and Dynamic Full Effects (DFE) models. We find that FDI has little effect on private investment in the short run but significant crowding-in effects in the long-run: a one percentage point increase of the share of FDI in GDP leads to a 0.29% rise in private investment, in the long run. Our results also show that FDI interacts with public domestic investment to boost these positive effects. Finally, we show that the impact of FDI on domestic private investment is stronger in non-natural resource exporting diversified countries as opposed to non-diversified commodity exporters.
本文以1980-2017年40个非洲国家为样本,研究了撒哈拉以南非洲地区FDI与私人投资之间的关系。为了将短期动态与长期动态区分开来,我们的实证分析基于Pooled Mean Group (PMG)、Mean Group (MG)和Dynamic Full Effects (DFE)模型。我们发现FDI在短期内对私人投资影响不大,但在长期内具有显著的挤入效应:FDI占GDP的比例每增加1个百分点,长期内私人投资就会增长0.29%。我们的研究结果还表明,FDI与国内公共投资相互作用,促进了这些积极效应。最后,我们表明FDI对国内私人投资的影响在非自然资源出口多元化的国家比非多样化的商品出口国更强。
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引用次数: 0
Good Connections: Bank Specialization and the Tariff Elasticity of Exports 良好的联系:银行专业化与出口关税弹性
Pub Date : 2021-05-01 DOI: 10.2139/ssrn.3854831
Banque de France RPS Submitter, Antoine Berthou, JEAN‐STÉPHANE Mésonnier, T. Mayer
In this paper, we show that exporters react more strongly to a cut in tariffs by a distant country
when their banks have already been specializing in funding exports to this country. To make our
case, we build upon a theoretical model where an informational advantage provided by the
exporter's bank results in a lower distribution cost in the destination country. We test the
implications of this model for French exporters using the 2011 free trade agreement between the
European Union and South-Korea as a quasi-natural experiment. We measure a bank's
specialization in Korea using granular information on bank-firm credit lines and firm-level exports
in the years preceding the agreement. We assess how customers of different banks react to this trade
liberalization episode using detailed information on the bilateral tariff cuts and disaggregated data
on French export flows at the firm-product level. We find robust evidence that the specialized
lenders help exporters to respond more strongly to changes in tariffs. The effect is strong for all
firms along the extensive margin, but only for less productive exporters along the intensive margin.
在本文中,我们表明,当一个遥远国家的银行已经专门为对该国的出口提供融资时,出口商对该国降低关税的反应会更强烈。为了证明我们的观点,我们建立了一个理论模型,其中出口商银行提供的信息优势导致在目的地国家的分销成本较低。我们使用2011年欧盟与韩国之间的自由贸易协定作为准自然实验来测试该模型对法国出口商的影响。我们使用银行-公司信贷额度和公司层面的出口在协议前几年的详细信息来衡量银行在韩国的专业化程度。我们利用双边关税削减的详细信息和法国企业产品出口流动的分类数据,评估不同银行的客户对这一贸易自由化事件的反应。我们发现强有力的证据表明,专业贷款机构帮助出口商对关税变化做出更强有力的反应。这种效应对沿外延边际的所有企业都很强烈,但只对沿集约边际的生产率较低的出口商有效。
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引用次数: 1
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