Reexamining the empirical relation between loan risk and collateral: The roles of collateral liquidity and types

This paper offers a possible explanation for the conflicting results in the literature concerning the empirical relation between collateral and loan risk. We posit that differences in collateral characteristics, such as liquidity, may be associated with the empirical dominance of different risk-collateral relations implied by economic theory. Using credit registry data and a novel identification strategy to control for borrower and lender selection effects allows us to differentiate between the ex ante and ex post theories of collateral. We find that collateral overall is associated with lower risk premiums and higher default rates. The results indicate an important role for collateral in mitigating losses and reducing risk-taking incentives, consistent with ex post theories. Liquid collateral is associated with especially low risk premiums, and these loans perform better than those with illiquid collateral or no collateral. We also find that individual collateral types exhibit significant variation in terms of risk-collateral relations, with some consistent with ex ante theories and others with ex post theories. Our results suggest that the conflicting results in the literature may occur because different samples may be dominated by different types of collateral with different economic characteristics.     

Relationship lending: A source of support or a means of exploitation?

Using a dataset from the State Bank of Pakistan containing each and every commercial loan generated in the economy from 2006 to 2013, we find that, on average, a longer relationship length is associated with lower risk premiums but higher collateral requirements. However, further examination paints a far more complex picture. The impact of relationship length on risk premiums and collateral varies substantially with the type of lender, as well as the type of borrower. We argue that conflicting empirical findings on relationship lending are the result of using datasets limited to certain types of borrowers or financial institutions.     

Nominal and true cost of loan collateral

This paper explores costs and proceeds from loan collateral in the credit market with ex-ante asymmetric information when collateral value and the probability of project success fluctuate. A borrower is willing to pledge collateral if (i) its future value is correlated with the probability of project success, or (ii) its value fluctuates strongly, or (iii) it is funded with loan capital. When one of the conditions is satisfied, in contrast to Bester (1985), a high-risk borrower may be more willing to pledge collateral than a low-risk borrower. The paper is related to topical subprime crises and real estate collateral.     

地理距离、契约设计与企业内部资本市场借贷风险防控——来自中国企业集团内部借贷交易的证据

地理因素对保持距离型市场交易的影响已被大量文献证实,但系统考察地理因素是否以及如何影响企业内部经济活动的研究仍十分匮乏。基于手工搜集整理的企业集团内部委托贷款这一独特数据,我们实证考察了地理距离对企业集团内部借贷契约设计的影响及相关的风险防控问题。实证结果显示,借贷距离越远,针对借款者的契约设计越严苛,不仅贷款者更可能要求借款者提供抵押担保,而且对资金用途施加限制的概率也大幅增加。进一步研究发现,与地理距离阻碍了信息搜集和监督的经济直觉一致,距离对企业内部借贷契约严苛性的推高作用会因为借贷双方之间的信息摩擦问题差异而改变。而且,基于借贷违约信息的检验结果表明,作为应对信息不对称的机制,动态调整契约严苛性这一精巧契约设计有效降低了企业内部贷款违约风险。本文不仅增进了对地理因素影响企业内部资本配置的认识,而且加深了对企业内部借贷契约设计的理解,从而对如何有效防控企业内部资本市场运作风险具有启示意义。     

Do banks care about analysts' forecasts when designing loan contracts?

We investigate whether banks rely on the information content in equity analysts’ annual earnings forecasts when assessing the risk of potential borrowers. While a long literature finds that analysts provide useful information to market participants, it is not clear that banks, which have access to privileged information, would benefit from publicly available analysts’ forecasts. If, however, banks do rely on this information, then more precise private information in earnings forecasts may inform banks. We focus our analysis on the requirement of collateral because it is a direct measure of default risk, whereas other loan terms such as interest spread and debt covenants can also protect against other risks, such as asset misappropriation. The direct link between collateral and default risk allows us to examine whether information from analysts is relevant to banks when designing loan contracts. Consistent with our predictions, we find that higher precision of the private information in analysts’ earnings forecasts is associated with a lower likelihood of requiring collateral, and this effect is larger when a borrower does not have a prior relationship with the lender or their accounting or credit quality is low. We also find that this association disappears after the implementation of Regulation FD, consistent with this regulation reducing analysts’ access to private information.     

地理距离、契约设计与企业内部资本市场借贷风险防控——来自中国企业集团内部借贷交易的证据

地理因素对保持距离型市场交易的影响已被大量文献证实,但系统考察地理因素是否以及如何影响企业内部经济活动的研究仍十分匮乏。基于手工搜集整理的企业集团内部委托贷款这一独特数据,我们实证考察了地理距离对企业集团内部借贷契约设计的影响及相关的风险防控问题。实证结果显示,借贷距离越远,针对借款者的契约设计越严苛,不仅贷款者更可能要求借款者提供抵押担保,而且对资金用途施加限制的概率也大幅增加。进一步研究发现,与地理距离阻碍了信息搜集和监督的经济直觉一致,距离对企业内部借贷契约严苛性的推高作用会因为借贷双方之间的信息摩擦问题差异而改变。而且,基于借贷违约信息的检验结果表明,作为应对信息不对称的机制,动态调整契约严苛性这一精巧契约设计有效降低了企业内部贷款违约风险。本文不仅增进了对地理因素影响企业内部资本配置的认识,而且加深了对企业内部借贷契约设计的理解,从而对如何有效防控企业内部资本市场运作风险具有启示意义。     

汇率敏感性会影响企业贷款利率吗？——基于中国上市公司的分析

本文基于中国A股上市公司2009-2018年的数据,测算了企业价值对人民币汇率变动的敏感性。在此基础上,实证检验了汇率敏感性(企业价值对汇率变动的敏感程度)对企业贷款利率的影响和作用机制。研究发现:汇率敏感性与企业贷款利率之间显著正相关,且这种关系在拥有境外收入、境外投资和使用外汇衍生品的公司中更加显著。进一步分析发现,对于存在密切银企关系、较大的股东债权人利益冲突以及抵押品价值较低的企业,汇率敏感性与贷款利率之间的正相关关系更加显著。本文研究结果表明,随着我国市场化改革的进一步深化,贷款利率将会更加显著地反映企业的汇率敏感性特征。这种效应对于存在海外业务、银行更了解借款公司信息,以及违约可能性更高的公司更加明显。本文研究对于增强我国企业应对汇率风险能力,完善金融机构风险定价能力,引导金融机构服务实体企业具有一定参考意义。     

Conventional and downside CAPM: The case of London stock exchange

Many studies on asset pricing have highlighted the importance of downside risk, in line with the actual losses of investors. In addition, the capital asset pricing model (CAPM), although presented as a universal theory, may provide significantly different rates of return in bull and bear markets. Using the CAPM under different conditions could be regarded as an alternative measurement and valuation approach to downside risk. This paper investigates conventional and downside approaches to risk taking into account different measures of downside beta coefficients. A further contribution of this research is the development of an alternative approach to testing the CAPM relationship. For this purpose, conditional relationships of the CAPM are proposed in which risk premiums are set separately in bull and bear periods. Using equity data and portfolios from the United Kingdom, we obtained positive and statistically significant downside risk premiums. We observed a slight advantage of downside measures over conventional beta measures. Conditional models provide evidence of a positive risk premium in rising markets and a negative risk premium in falling markets. The robustness analysis in subperiods indicates that these findings are largely unchanged for downside beta coefficients, which is not fulfilled by the model in a variance approach.     

Tests of ex ante versus ex post theories of collateral using private and public information

Collateral is a widely used, but not well understood, debt contracting feature. Two broad strands of theoretical literature explain collateral as arising from the existence of either ex ante private information or ex post incentive problems between borrowers and lenders. However, the extant empirical literature has been unable to isolate each of these effects. This paper attempts to do so using a credit registry that is unique in that it allows the researcher to have access to some private information about borrower risk that is unobserved by the lender. The data also include public information about borrower risk, loan contract terms, and ex post performance for both secured and unsecured loans. The results suggest that the ex post theories of collateral are empirically dominant, although the ex ante theories are also valid for customers with short borrower–lender relations that are relatively unknown to the lender.     

CEO Incentives,Relationship Lending,and the Cost of Corporate Borrowing

We investigate how lending relationships attenuate the conflict of interest between creditors and shareholders that arises from chief executive officer (CEO) compensation contracts. We find that lending relationships mitigate the influence of CEO risk‐taking incentives on loan spreads, especially for informationally opaque firms. In addition, lending relationships attenuate the impact of CEO risk‐taking incentives on maturity and collateral requirements. This article highlights the importance of bank monitoring through lending relationships to mitigate managerial risk‐shifting activities that arise from equity incentives.     

Mutual guarantee institutions and small business finance

A large body of literature has shown that small firms experience difficulties in accessing the credit market due to informational asymmetries. Banks can overcome these asymmetries through relationship lending, or at least mitigate their effects by asking for collateral. Small firms, especially if they are young, have little collateral and short credit histories, and thus may find it difficult to raise funds from banks. In this paper, we show that even in this case, small firms may improve their borrowing capacity by joining Mutual Guarantee Institutions (MGI). Our empirical analysis shows that small firms affiliated to MGIs pay less for credit compared with similar firms. We obtain this result for interest rates charged on loan contracts which are not backed by mutual guarantees. We then argue that our findings are consistent with the view that MGIs are better at screening and monitoring opaque borrowers than banks are. Thus, banks benefit from the willingness of MGIs to post collateral since this implies that firms are better screened and monitored.     

Forbearance and Prompt Corrective Action

This article investigates whether a bank regulator should terminate problem banks promptly or exercise forbearance. We construct a dynamic model economy in which entrepreneurs pledge collateral, borrow from banks, and invest in long-term projects. We assume that collateral value has aggregate risk over time, that in any period entrepreneurs can abscond with the projects but lose the collateral, and that depositors can withdraw deposits. We show that optimal regulation exhibits forbearance if the ex-ante probability of collapse in collateral value is sufficiently low, but exhibits prompt termination of problem banks if this probability is sufficiently high.     

A lender-based theory of collateral

We consider an imperfectly competitive loan market in which a local relationship lender has an information advantage vis-à-vis distant transaction lenders. Competitive pressure from the transaction lenders prevents the local lender from extracting the full surplus from projects. As a result, the local lender inefficiently rejects marginally profitable projects. Collateral mitigates the inefficiency by increasing the local lender's payoff from precisely those marginally profitable projects that she inefficiently rejects. The model predicts that, controlling for observable borrower risk, collateralized loans are more likely to default ex post, which is consistent with the empirical evidence. The model also predicts that borrowers for whom local lenders have a relatively smaller information advantage face higher collateral requirements, and that technological innovations that narrow the information advantage of local lenders, such as small business credit scoring, lead to a greater use of collateral in lending relationships.     

Lending relationships in line-of-credit and nonline-of-credit loans: Evidence from collateral use in small business

Lender–borrower relationships facilitate monitoring in small business loans. We investigate how the duration and scope of the bank–borrower relationship affect the decision to secure line-of-credit and nonline-of-credit loans. We find that the likelihood of collateralizing a line of credit decreases with the length of the bank–borrower relationship. For nonline-of-credit loans, however, the incidence of collateral pledge decreases with the number of lender-provided financial services used by the borrower. Our finding indicates that the mechanism through which banks obtain private information depends on the type of the loan. Pooling across loan types may dilute the impact of both the duration and scope on the terms of a loan.     

借贷便利创新工具有效影响了商业银行贷款利率吗？

本文基于手工收集的2009—2017年中国银行业数据,利用我国借贷便利工具创新这一准自然实验,以借贷便利工具的运用需要商业银行提供合格担保品这一要求为切入点,考察了借贷便利工具对商业银行贷款利率的影响。研究发现,借贷便利工具创设后,商业银行持有的合格担保品规模越大,其贷款利率越低,且这一效应随着时间推移逐渐增强。进一步的作用机制检验发现,央行的借贷便利操作扩大了商业银行向中央银行借款规模和贷款投放规模,从而有效降低了商业银行贷款利率,也表明借贷便利工具可通过商业银行合格担保品渠道发挥作用。因此,可以通过调整借贷便利操作规模、操作利率以及合格担保品范围的方式有效影响商业银行贷款利率进而发挥对社会融资成本的调控作用。     

Lending relationships when creditors are in control

Violations of financial covenants shift control rights to lenders. When borrowers have lending relationships with these lenders in control, they experience not only smaller declines in investment, but also lesser deteriorations in both firm survival probabilities and in sales. These effects are largely driven by opaque borrowers without any credit ratings. They are present where lending relationships existed already before loan issuance (ex-ante), but also where a contractual relationship without pre-issuance interaction is more mature (ex-post). Surprisingly, there is no evidence of any “dark side” of lending relationships when creditors are in control, such as an increase in interest expenses or a lesser degree of financial discipline.     

The pricing of volatility risk in the US equity market

We analyze whether the pricing of volatility risk depends on the asset pricing framework applied in the tests, the specified volatility proxies, and the portfolio sorts used for spanning the asset universe. For this purpose, we compare the results using a macroeconomic and fundamental based asset pricing model using three proxies of volatility and uncertainty, using size/value sorted and industry sector portfolios. Our results reveal that the marginal pricing effect of the VIX volatility factor is strong and statistically significant throughout the models and specifications, while the effect of an EGARCH-based volatility factor is mixed, mostly smaller but with the correct sign. In most cases, the EGARCH factor does not impair the pricing effect of the VIX. The portfolio sorts have a substantial impact on the volatility premiums in both model frameworks. The size of the volatility risk premium is more uniform across the models if the industry sector portfolio sort is used. Finally, the size/value portfolio sort generates larger volatility risk premiums for both models.     

年报风险信息披露与银行贷款利率

既有文献较少从银行视角关注年报风险信息披露的经济后果。银行更有能力解读年度风险信息,银行利益也更直接受到年报风险信息的影响,银行贷款利率更能体现年报风险信息披露的经济后果。本文基于2008-2017年单笔银行贷款利率数据的研究发现:总体上我国年报风险信息披露降低了银行贷款利率,说明我国年报风险信息披露更符合趋同观假说。中介效应检验发现:我国年报风险信息披露通过提高信息透明度,降低银行风险感知水平进而降低了银行贷款利率,即信息质量和风险是我国年报风险信息披露影响银行贷款利率的不完全中介。进一步分析发现:我国年报风险信息披露与银行贷款利率的负相关关系主要体现在货币政策紧缩组、非国有企业组以及公司治理水平较高组。本文首次研究银行贷款利率与年报风险信息披露的关系,有助于丰富风险信息披露文献和银行贷款文献。     

Liquidation Value and Loan Pricing

This paper shows that the liquidation value of collateral depends on the interdependency between borrower and collateral risk. Using transaction-level data on short-term repurchase agreements (repo), we show that borrowers pay a premium of 1.1 to 2.6 basis points when their default risk is positively correlated with the risk of the collateral that they pledge. Moreover, we show that borrowers internalize this premium when making their collateral choices. Loan-level credit registry data suggest that the results extend to the corporate loan market as well.     

Special purpose entities and bank loan contracting

In this study, we show that a firm's use of special purpose entities (SPEs) is associated with unfavorable loan contract terms, including higher loan rates, collateral requirements, and restrictive covenants. Further analyses suggest that the association between the use of SPEs and unfavorable loan contract terms is primarily due to the increase in the information risk faced by lenders, as firm managers can easily use SPEs to manipulate earnings and hide losses. Specifically, we find that the use of SPEs has a more pronounced effect on increasing the cost of loans and causing more stringent non-price loan terms when managers have a stronger incentive to manipulate earnings and when banks have less knowledge about the SPE sponsor firms due to the lack of prior lending relationship. In addition, we find that the use of SPEs is associated with a greater likelihood of accounting restatements and greater information asymmetry between inside managers and outside capital suppliers.