Consumer Credit Risk Characteristics: Understanding Income and Expense Differentials

This study investigates the consumer credit risk characteristics of Turkish households by analyzing factors related to their income and expense differentials. This study assumes that the income and expense patterns are the key elements of consumer credit risk. Based on a data set ranging from 8,551 to 25,566 households, during the period 2003-5, we employ a logistic regression method to model the determinants of income and expense differentials. We first concentrate on the income-expense balance of households to highlight those that are eligible for consumer credit. We reinforce our results by further analyzing the expenditure behaviors of households to find those that should be either primarily eliminated or targeted for consumer credit by financial institutions. Our overall results provide evidence on the factors identifying household income and expense profiles and, hence, consumer credit risk characteristics of Turkish households.     

The impact of macroprudential policies in Latin America: An empirical analysis using credit registry data

This paper summarises the results of a joint research project by five central banks in Latin America countries (Argentina, Brazil, Colombia, Mexico and Peru) to evaluate the effectiveness of macroprudential tools and their interaction with monetary policy. Using meta-analysis techniques, we summarise the results of a common empirical framework based on confidential bank-loan data. The main conclusions are that (i) macroprudential policies have been quite effective in stabilising credit cycles. The propagation of the effects to credit growth is more rapid for policies aimed at curbing the cycle than for policies aimed at fostering resilience; and (ii) macroprudential tools have a greater effect on credit growth when reinforced by the use of monetary policy.     

On the Latin American Credit Drivers

We add to the literature about credit in Latin America by assessing what has been driving the recent and heterogeneous expansion of credit to gross domestic product based on supply and demand variables. We chose working with these emerging economies due to the low levels of human capital, the divergent patterns of evolution of economic variables and the vulnerability of credit expansion. According to balanced panel estimations, our main findings in terms of public policy suggest that credit reflects a financial deepening characterized by a higher bank concentration and by a policy able to stimulate saving even practicing lower deposit interest rates.     

Access to consumer credit in the UK

This paper investigates household access to consumer credit in the UK using information on 58,642 households between 2001 and 2009. Employing a treatment-effects model and propensity score matching, we find that non-white households are less likely to have financing compared to white households. We also find that even if they obtain financing, the intensity of borrowing is lower than for white households. Overall, non-white households seem to be in a weaker position to access consumer credit in the UK.     

Impact of Trade Credit on Firm Inventory Investment During Financial Crises: Evidence from Latin America

This paper studies whether trade credit is used as a substitute for bank credit in crisis periods in Latin America. The sample is composed of firms listed on the Argentine, Brazilian, and Mexican stock exchanges from 1994 to 2009. For the small firms, the substitution hypothesis was not rejected. However, this hypothesis was not confirmed homogeneously for all the firms during the crises. Unlike Brazilian and Argentine firms, Mexican firms use more cash reserves than trade credit. The big firms tend to use other financing sources. A pattern of trade credit use by sector has not yet been found.     

Bank ownership and lending patterns during the 2008–2009 financial crisis: Evidence from Latin America and Eastern Europe

This paper examines the impact of bank ownership on credit growth in developing countries before and during the 2008–2009 crisis. Using bank-level data for countries in Eastern Europe and Latin America, we analyze the growth of banks’ total gross loans as well as the growth of corporate, consumer, and residential mortgage loans. While domestic private banks in Eastern Europe and Latin America contracted their loan growth rates during the crisis, there are notable differences in foreign and government-owned bank credit growth across regions. In Eastern Europe, foreign bank total lending fell by more than domestic private bank credit. These results are primarily driven by reductions in corporate loans. Furthermore, government-owned banks in Eastern Europe did not act counter-cyclically. The opposite is true in Latin America, where the growth of government-owned banks’ corporate and consumer loans during the crisis exceeded that of domestic and foreign banks. Contrary to the case of foreign banks in Eastern Europe, those in Latin America did not fuel loan growth prior to the crisis. Also, there are less pronounced and robust differences in the behavior of foreign and domestic banks during the crisis in Latin America.     

Deregulation,tax reform,and the use of consumer credit

This article analyzes the probable effects of recent deregulation of consumer credit markets and tax reform on household credit-use decisions. The results of the analysis suggest that deregulation of rates of charge for consumer credit contracts accounts for a substantial portion of the increase in consumer credit outstanding relative to household income since 1982. The effect would not originate from the extention of credit in newly deregulated markets to households that had not been able to get credit before (widening of credit use). Rather, it would come from the provision of greater amounts of credit to borrowers in general (deepening of credit use). With regard to tax reform, the probability of debt use is significantly higher for those households most likely to itemize deductions for federal income tax purposes. Holding the level of interest rates constant, tax reform that removes the deductibility of consumer interest is not expected to affect the amount of credit used relative to income but is expected to have a significant effect on the type of debt used by such households. They will likely be early adopters of home equity lines of credit. Their shift from consumer to mortage credit is expected to have a long-term negative effect on the credit quality of consumer credit portfolios.This work was partially supported by the Credit Research Center. Purdue University, West Lafayette, IN 47907.     

Price- vs. Quantity-Based Monetary Policies and Credit Substitution Asymmetry

The literature on the informal credit channels of the transmission of monetary policy overlooks the distinction between price- and quantity-based policies. This article contributes to filling this gap by investigating the asymmetric effects of the two types of policies on trade-credit substitution for bank credit using data from the largest emerging economy, China. China presents an ideal experimental context, as the country has implemented both types of monetary policies in the past decades. We find strong evidence that quantity-based monetary policy has stronger effects on credit substitution in China. This evidence is robust under both static and dynamic specifications, which remains intact after the disentanglement of the interdependency of the two types of policies. By subgrouping, we find that large and state-controlled firms play the central role in creating the substitution asymmetry. Furthermore, international evidence indicates that India also witnesses substitution asymmetry skewed to quantity-based policies. The findings suggest the need for further reform of China’s financial system toward a market-based system to enhance the effectiveness of the proposed monetary policies.     

Is the Euro-zone on the Mend? Latin American examples to analyze the Euro question

Several European countries face challenges reminiscent of those faced by the emerging economies of Latin America. The economic booms in some peripheral Euro-zone countries financed by large capital inflows; the credit and asset price booms and then the busts including Sudden Stops in capital flows; the strong interaction between sovereign debt and domestic banking systems; the role of foreign banks and contagion; and all in the context of a fixed exchange rate, are familiar plotlines for Latin American audiences. For those Euro-zone countries that built up large Euro-denominated external liabilities, Latin America’s experience is particularly relevant and worrisome. Still, Europe may be in a better position to navigate a path out of the crisis given cooperative mechanisms that were absent in Latin America, particularly the availability of massive liquidity support. Nonetheless, while such support buys time, it does not guarantee success. This paper argues that reflecting on Latin America’s experience provides useful lessons for Europe to improve the chances for a successful resolution.     

发达国家解决中小企业融资难题的主要模式及借鉴意义

解决中小企业融资难问题必须以政府为核心,在突破现有政策的基础上,通过制度创新重新制定整体方案.其核心内容包括:建立以中央政府为核心,各级政府和企业参与的多层次社会的中小企业信用担保体系;深化中小企业改革,建立和完善中小企业法人治理结构和信用体系;深化金融体制改革,在引进国内外战略投资者的同时,通过对现有城市商业银行的重组,设立以中小企业服务为核心的中小企业银行;加快资本市场的制度创新,推出创业板市场,在增加中小企业对风险投资吸引力的同时,使更多合格的中小企业进入资本市场,打通中小企业的直接融资渠道.     

The Impact of Bank Credit on Employment Formality: Evidence from Uruguay

This article examines the effect of bank credit on employment formalization in Uruguay. Using a difference-in-differences methodology the article finds that financial deepening decreases informality, especially in more financially dependent sectors. In addition, the effect is found to be greater among women and older workers. In the period under analysis the economy underwent a severe economic crisis and bank credit contracted sharply, but we find no evidence that the effect of bank credit on employment formality changed over time.     

信任视角下的家庭借贷行为研究

基于2015年和2017年中国家庭金融调查数据,本文实证研究发现,信任能够提高家庭正规信贷可得性,降低家庭使用非正规信贷的概率。进一步地,信贷可得性的差异带来家庭负债结构的变化,信任能够提升家庭正规信贷占比,降低非正规信贷占比。信任提升家庭资金借出概率,但这种关系并不是单调递增的,而是存在适度信任现象。异质性分析表明,在户主文化程度低的家庭和农村地区家庭,信任对借出的影响更大。因此,本文的结果表明,信任能够在一定程度上缓解家庭融资的困难。     

消费信贷与家庭人力资本投资

已有丰富的文献考察了消费信贷对家庭消费和投资行为的影响，但少有研究关注其对家庭人力资本投资的影响。家庭人力资本投资对于人力资本积累、经济高质量发展至关重要。基于此，本文考察了信用卡使用对家庭人力资本投资的影响及其影响机制，主要发现如下：信用卡使用显著增加了家庭人力资本投资，且这一效应具有长期动态影响并对城市、高收入、高教育程度家庭影响更为显著，这意味着信用卡消费信贷可能会增加人力资本不平等。进一步研究发现，家庭会增加劳动力供给来应对人力资本支出的增加。机制分析表明，信用卡使用主要通过增加家庭消费投资、促进消费升级、缓解家庭预算约束三种途径促进家庭人力资本投资。在风险可控的前提下，引导消费信贷流向有利于实体经济发展的领域，可助力于消费升级与人力资本积累，从而为经济发展提供新动能。     

Income Redistribution,Consumer Credit,and Keeping Up with the Riches

In this study, we set up a dynamic stochastic general equilibrium (DSGE) model with upward looking consumption comparison and show that consumption externalities are an important driver of consumer credit dynamics. Our model economy is populated by two different household types. Investors, who hold the economy's capital stock, own the firms and supply credit, and workers, who supply labor and demand credit to finance consumption. Furthermore, workers condition their consumption choice on the investors' level of consumption. We estimate the model and find a significant keeping up mechanism by matching business cycle statistics. In reproducing credit moments, our proposed model significantly outperforms a model version in which we abstract from consumption externalities.     

我国个人征信体系建设的目标规划及阶段构想

当今西方发达国家大部分建立起了成熟的个人征信体系,而目前我国的个人征信体系仍处于试点阶段.本文通过实证考察,发现我国在个人征信体系建设中存在着诸如信用立法滞后、个人信用评估缺乏统一标准、各地征信体系目标不统一等问题.因此,在借鉴发达国家先进经验的基础上,作者构建了有中国特色的个人征信体系模式:即选择以银行业为主线,纵向建立基础数据库和横向联网的模式;以地方中介机构为补充,由点到面逐步推开;由政府统一监督管理,最终实现个人信用信息的联合征集、权威评估和信用公示.作者并据此设计了相应的目标规划和具体的阶段构想.     

Determinants of Credit Constraints: Evidence from Sindh,Pakistan

This article investigates the determinants of credit constraints: evidence from Sindh, Pakistan. Cross-sectional farm-level data is collected during November and December 2016. A sample of 180 farm households is selected for interviews by using a multistage, random sampling technique. This study employed a probit regression model, frequency counts, and percentages to analyze the data. Access to formal agricultural credit is relatively low in Sindh province of Pakistan, the findings of the study show that the major constraints comprise distance to the formal credit sources, lending procedure, time lag, and interest rate whereas land ownership has a negative association and reduces the constraints to access formal credit. The findings of this study also show that for efficient allocation of resources, institutional sources of credit preferred to disburse agricultural credits toward educated and young age farmers as they are more inclined to adopt new farm technology for better farm production.     

Fiscal Transparency,Fiscal Performance and Credit Ratings

Fiscal transparency can provide policymakers with incentives to adopt better policies by enhancing the public debate on the design and sustainability of fiscal policy and establishing accountability for their implementation. Fiscal transparency can also reduce uncertainty about fiscal policy and fiscal outturns by providing more information on the underlying fiscal position and fiscal risks. Both effects suggest that countries should benefit from adopting transparency enhancing policies through better market assessments of their sovereign risk. In this paper, we investigate whether fiscal transparency has an effect on market perceptions of sovereign risk, as measured by sovereign credit ratings, and if so, through which channels. We find that fiscal transparency has a positive and significant effect on ratings – one standard deviation increase in fiscal transparency increases credit ratings by 0.7 and 1 notches (or steps in the credit rating scale) in advanced and developing economies, respectively – but its effect works through different channels in advanced and developing economies. In advanced economies, fiscal transparency is associated with better fiscal outcomes, leading indirectly to higher credit ratings. In developing economies, the direct uncertainty‐reducing effect of fiscal transparency seems to be more important. Indeed, the effect of fiscal transparency on fiscal performance is found to increase with the level of institutional development.     

信用卡、风险应对与城镇家庭股市参与

信用卡市场的发展有利于家庭平滑消费,但是否会影响家庭的投资决策尚缺少事实检验。基于中国家庭金融调查(CHFS)2011和2013年的调查数据,本文首次检验了信用卡对城镇家庭股市投资的影响。研究发现:(1)控制家庭财富、融资渠道、社会资本等特征,持有信用卡在边际上促进了家庭的股市参与率,股市投资额取决于信用额度。(2)中国信用卡市场的发展,并未像流动性约束理论预测的可以平滑消费,反而刺激了家庭风险性资产的配置,最终提高了储蓄率。原因在于,中国家庭更多地将信用卡作为应对未来短期突发性风险的金融工具,从而在当期将更多资产配置在风险资产上,以实现资本积累。使用信用卡数目、信用额度等多种衡量方式,并采用工具变量法(IV)和面板数据固定效应模型等解决内生性问题后,该结论稳健。该研究有助于理解信用卡在中国家庭投资决策的作用,并为流动性约束或有限股市参与假说提供中国经验。     

Predicting credit card delinquencies: An application of deep neural networks

The objective of this paper is twofold. First, it develops a prediction system to help the credit card issuer model the credit card delinquency risk. Second, it seeks to explore the potential of deep learning (also called a deep neural network), an emerging artificial intelligence technology, in the credit risk domain. With real-life credit card data linked to 711,397 credit card holders from a large bank in Brazil, this study develops a deep neural network to evaluate the risk of credit card delinquency based on the client's personal characteristics and the spending behaviours. Compared with machine-learning algorithms of logistic regression, naive Bayes, traditional artificial neural networks, and decision trees, deep neural networks have a better overall predictive performance with the highest F scores and area under the receiver operating characteristic curve. The successful application of deep learning implies that artificial intelligence has great potential to support and automate credit risk assessment for financial institutions and credit bureaus.     

基于SNA的浙江省信用服务业空间联系及网络结构研究

信用服务业是发展现代市场经济的重要力量。基于2016-2018年调研数据①,运用社会网络分析法对浙江信用服务业空间网络结构进行研究。研究证实:(1)浙江省信用服务业正逐渐由单中心向多中心布局转变,网络结构趋于密集,网络密度呈现加速增长态势;(2)技术创新和制度一体化提升信用服务业跨地域延伸能力,从要素投入和产业产出两通道加速形成流通网络,提高信用服务业省域合理布局可能性;(3)区域异质性特征导致行业凝聚子群分异及演化,并通过强化互惠合作网络关系形成差异化发展格局。从实践上看,浙江信用服务业发展面临数据壁垒严重、供需增长乏力、业务边界模糊和政策依赖性强等现实困境,应在创新构建数据共享通道的同时,明确行业规则,强化协同监管,有效激发潜在信用需求,在深化市场化改革中不断提升发展质量。