“多言寡行”的环境责任表现能否影响银行信贷获取——基于“言”和“行”双维度的文本分析

基于我国推行绿色信贷的政策背景,本文考察了企业“多言寡行”的环境责任表现能否影响银行的信贷决策。研究发现:(1)从总体来看,“多言寡行”的环境责任表现有助于企业获取更多的银行借款。(2)相比于长期银行借款,“多言寡行”对于短期银行借款的正向影响更为明显。(3)《关于构建绿色金融体系的指导意见》的出台抑制了“多言寡行”对银行借款的正向影响。(4)进一步分析发现,相比于环境责任表现“少言多行”以及“少言寡行”的企业,企业“多言寡行”的环境责任表现对于银行的信贷资源具有显著的正向影响;“多言寡行”对银行借款的正向影响在无背景关联、价值较低以及市场环境更差的企业中更为明显。本文有助于信贷机构认识到绿色信贷政策面临的执行风险,为确保绿色信贷的健康发展提供了新的决策参考。     

How does green credit policy affect polluting firms' dividend policy? The China experience

We explore how polluting firms alter their dividend policy in response to pressure from green credit policy. The green credit guidelines that China adopted in 2012 aim to promote credit supply in sustainable development. Meanwhile, this green credit policy forced polluting firms to access restricted credit supply and tightened bank monitoring. Using the adoption of the green credit policy as a quasi-natural experiment, we find that polluting firms tend to lower their dividend payments, consistent with the view that dividends act as an effective tool of liquidity management and a substitute to mitigate agency problems. This finding is more pronounced among firms with weaker corporate governance, greater financial constraints, and more green innovation output. Our further analysis suggests that the green credit policy forces polluting firms to engage in less dividend smoothing.     

绿色信贷政策能够促进企业绿色创新吗？——基于政策效应分化的视角

本文实证检验了绿色信贷政策影响重污染企业和节能环保企业绿色创新的不同效应。研究发现,绿色信贷政策对绿色创新的影响在两类企业之间存在分化:政策能更有效提升节能环保企业的绿色创新,对重污染企业绿色创新的促进作用相对有限。从银行信贷决策视角看,政策效应的分化一定程度上源于政策对信贷融资的影响存在差异:政策使重污染企业融资规模降低、融资成本提升的同时,促进了节能环保企业融资规模的增加。从企业绿色行为决策视角看,政策效应的分化一定程度上源于政策对企业绿色行为的影响存在差异:重污染企业采用“低成本策略”,节能环保企业则采用“竞争优势策略”。绿色信贷政策的效应还受企业所有权性质、现金持有以及企业规模的影响,而竞争性的银行业结构和政府补助有助于发挥政策对重污染企业绿色创新的促进作用。本文研究对评估绿色信贷政策的经济效果,推动政策进一步精准发力具有一定参考意义。     

Does carbon emission of firms matter for Bank loans decision? Evidence from China

In the context of global climate governance, greater carbon emissions of enterprises often result in a higher potential risk of environmental violations. Taking the non-financial companies listed in China from 2008 to 2018 as research samples, this paper empirically examined the impact of firm carbon emission on their acquisition of new bank loans and its mechanism of action. This paper empirically finds that if the carbon emission of an enterprise is higher, it will be granted with less new bank loans. The results remain robust after pairing analysis and instrumental variable analysis. The mechanism analysis shows that corporate credit rating plays a significant moderating role in the relationship between corporate carbon emission and new bank loans. Carbon emission leads to the improvement of earnings management of enterprises and the significant decline in the conservatism and comparability of accounting information, which is likely to be an important channel for the reduction of corporate bank loans. Upon further analysis, we find that the carbon emission of enterprises will not significantly affect the cost of acquiring bank loans, but it will significantly reduce the loan term structure. The cross-sectional analysis shows that the effect of carbon emission on new bank loans is more obvious in state-owned listed enterprises, enterprises with high internal control quality and enterprises with strong environmental law enforcement. The research results of this paper enrich the research on the economic consequences of carbon emission, reveal the implementation effect of green credit policies, provide empirical evidence for bank credit to play a role in green governance, and promote enterprises to actively reduce carbon emission.     

续贷限制与企业技术创新

本文以2007年的银行续贷政策改革作为“准自然实验”,采用双重差分模型探讨了续贷限制对企业技术创新的影响。研究发现,续贷限制显著抑制了企业的技术创新,且经过一系列稳健性检验后,该结论依然成立。进一步研究发现,该政策的作用效果因专利类型的不同而存在较大差异,具体表现为,在续贷限制之后,相较于低质量非发明专利,企业高质量发明专利下降幅度更大,进而企业创新质量降低。作用机制检验发现,续贷限制会降低企业信贷规模、缩短企业信贷期限以及增加企业融资成本,进而抑制企业技术创新。上述结果表明,“一刀切”式地收紧续贷标准会强化企业的融资约束,限制信贷资金对企业技术创新的支持作用,最终不利于企业的转型升级。本文研究为当前的续贷政策提供了来自企业创新视角的理论依据和实践参考。     

续贷限制与企业技术创新

本文以2007年的银行续贷政策改革作为“准自然实验”,采用双重差分模型探讨了续贷限制对企业技术创新的影响。研究发现,续贷限制显著抑制了企业的技术创新,且经过一系列稳健性检验后,该结论依然成立。进一步研究发现,该政策的作用效果因专利类型的不同而存在较大差异,具体表现为,在续贷限制之后,相较于低质量非发明专利,企业高质量发明专利下降幅度更大,进而企业创新质量降低。作用机制检验发现,续贷限制会降低企业信贷规模、缩短企业信贷期限以及增加企业融资成本,进而抑制企业技术创新。上述结果表明,“一刀切”式地收紧续贷标准会强化企业的融资约束,限制信贷资金对企业技术创新的支持作用,最终不利于企业的转型升级。本文研究为当前的续贷政策提供了来自企业创新视角的理论依据和实践参考。     

绿色债券促进企业绿色创新研究

本文以绿色债券为例,借助双重差分模型检验绿色金融对企业绿色创新的促进效应。研究发现,绿色债券能够显著提升发行主体的绿色创新水平,主要体现在绿色发明专利和绿色实用新型专利两个方面,且发行绿色债券对二者的促进作用均具有动态持续性。异质性检验发现,绿色债券促进企业绿色创新效应不受企业产权性质和固有技术水平的影响,但相比于重污染行业企业,非重污染行业企业利用绿色债券提升绿色创新水平的效率更高。路径分析发现,发行绿色债券对企业绿色创新的促进作用源于资源效应和监督效应。     

How does mandatory CSR reporting affect supply chain? A new perspective from suppliers

Exploiting a quasi-natural experiment which mandates a subset of Chinese listed firms to report corporate social responsibility (CSR) activities, this paper examines how mandatory CSR disclosure affects suppliers' willingness to extend trade credit. We document that mandatory CSR disclosure firms suffer a significant shrinking in the volume of trade credit, which is driven by the supply side instead of the demand side. Further mechanism analyses reveal that both financial condition deterioration and interest conflicts contribute to adverse policy effects. These two factors negatively impact the credit quality of mandatory firms and then weaken credit quality after the mandate subsequently undermines suppliers' willingness to lend. Additionally, the negative association between mandatory CSR disclosure and trade credit is mainly concentrated on highly policy-exposed corporates, that is, state-owned enterprises (SOEs) and high-polluting firms. Our work innovatively evaluates CSR effects from the perspective of suppliers, which provides a new insight into CSR management along the supply chain for academics and practitioners.     

定向降准、贷款可得性与小微企业商业信用——基于断点回归的经验证据

小微企业在我国经济发展中起到了重要作用,但由于长期面临融资约束问题,使其不得不诉诸非正式制度(如商业信用)来缓解融资困难。党的十九届五中全会明确提出,支持小微企业成长为创新重要发源地,完善促进小微企业发展的政策体系。其中,实施“精准滴灌”式的货币政策,对小微企业成长尤为重要,是金融服务实体经济的必然要求。我国央行的定向降准政策激励银行向小微企业提供贷款,有利于疏通小微企业通过正式制度(如银行贷款)进行融资的渠道。本文基于定向降准这一自然实验,采用断点回归设计,评估贷款可得性对小微企业商业信用的影响。研究发现:第一,正式制度对于非正式制度存在明显的替代效应,即小微企业贷款可得性上升以后,对商业信用的需求显著下降。第二,不同的模型设定与稳健性检验,均得到一致的结论。第三,贷款可得性提高对小微企业商业信用的影响因企业异质性而有所差异。本文研究为银行贷款与商业信用之间的替代关系提供了来自中国小微企业的证据,有助于理解定向降准政策对小微企业融资决策的影响,为扶持小微企业发展的政策制定提供参考。     

Shadow banking of non-financial firms: Arbitrage between formal and informal credit markets in China

In China's credit markets with financial repression, state-controlled non-financial firms (SOEs) are privileged in gaining access to bank credit, while non-SOEs, especially those small- and medium-sized firms, are disadvantaged. Corporate re-lending emerges as a response wherein the former secure bank loans and then re-lend to the latter. We document the characteristics of inter-corporate loans from a sample of legal cases. We employ four empirical strategies to conduct a forensic study of re-lending by detecting abnormal relations between financial accounts of listed firms. State-controlled companies conduct more re-lending, and firms with better growth opportunities, stronger corporate governance, and more financial constraints engage less. We compare re-lending with entrusted loans and find that firms extending nonaffiliated entrusted loans conduct re-lending actively, while firms offering affiliated entrusted loans do not. We also compare inter-corporate loans with micro-credit company loans in a review of legal cases.     

When green meets green

We investigate whether and how the environmental consciousness (greenness for short) of firms and banks is reflected in the pricing of bank credit. Using a large international sample of syndicated loans over the period 2011–2019, we find that green banks indeed reward firms for being green in the form of cheaper loans—however, only after the ratification of the Paris Agreement in 2015. Such loans are also more likely term loans, with fewer covenants and reflect firms' project choices. Thus, we find that environmental attitudes matter “when green meets green.”     

The effect of credit guarantees on credit availability and delinquency rates

We use new data to examine whether credit guarantees affect economic incentives and whether they affect the credit available to small- and medium-size enterprises (SMEs). We find that firms that have both guaranteed and non-guaranteed loans are 1.67% more likely to miss payments on their guaranteed loans, but are not more likely to default on these loans. These findings suggest that guarantees affect firms’ incentives to repay loans but not their long-term performance. We also find that firms selected into the guarantee programs are 1.17% more likely to default on their loans compared with similar firms that borrow without guarantees. Since we find evidence that long-term performance is not affected by guarantees, the higher default rates among firms selected into the guarantee programs must be the consequence of adverse selection. We also find that credit guarantees increase the aggregated amount of credit; in particular, one additional dollar of guarantees increases the total credit for SMEs by US$ 0.65.     

Trade credit use and bank loan access: an agency theory perspective

In this study we find that firms’ use of trade credit significantly facilitates their access to bank loans in the future, suggesting a complementary relationship. Such a relationship is more profound for firms with higher perceived agency costs, i.e., firms with opaque corporate information, firms located in regions with less developed external institutions, and firms at an early stage of existence. Firms switch from trade credit to bank loans as the main source of debt financing as they age. However, the process is slower for firms with a greater level of corporate information opacity and firms located in regions with weak external institutions.     

Corporate green innovation and stock liquidity in China

Utilising data from listed companies in China from 2007 to 2020, we first examine whether and how corporate green innovation affects stock liquidity. We demonstrate that corporate green innovation, especially green invention innovation, significantly increases stock liquidity. This promotion effect is stronger in small enterprises, enterprises in cities with serious air pollution, and enterprises in regions with strict environmental regulations. The mechanism analysis suggests that green innovation reduces information asymmetry and improves the financial performance of enterprises. Finally, we explore what types of investors prefer green innovation, and confirm that corporate green innovation is favoured by green investors.     

Tax credit rating and corporate innovation decisions

The tax credit rating mechanism was formally implemented in 2014. As an important tax collection and management innovation, it has attracted the attention of regulatory authorities and scholars. Different from the literature that directly examines corporate tax compliance, we focus on the impact of tax credit rating implementation on corporate research and development (R&D) investment decisions. Using listed companies’ data from 2014 to 2019, we find that companies with higher tax credit ratings invest more in innovation, because the system helps managers identify R&D opportunities, alleviates corporate financing constraints and reduces agency costs. We confirm that tax credit ratings have manifold impacts on corporate information environments and business decisions, with better ratings positively affecting firms’ business decisions. This discovery can inform tax policy reform, encourage corporate innovation and construct social credit systems.     

What happens after corporate default? Stylized facts on access to credit

In this paper, we investigate what happens to firms after they default on their bank loans. We approach this question by establishing a set of stylized facts concerning the evolution of corporate default and its resolution, focusing on access to credit after default. Using a unique dataset from Portugal, we observe that half of the corporate default episodes last 5 quarters. Most firms continue to have access to credit immediately after resolving default, though only a minority has access to new loans. Firms have more difficulties in regaining access to credit if they are small, if their default was long and severe, if they borrow from only one bank or if they default with their main lender. Further, half of the defaulting firms record another default in the future. We observe that firms with repeated defaults are, on average, smaller and experience longer and more severe defaults.     

银行价格竞争、融资约束与企业研发投资——基于“中介效应”模型的实证研究

近年来我国利率市场化改革积极推进,实体经济发展积极向创新驱动转型,一个亟须研究厘清的关键问题是,银行业竞争如何驱动企业创新活动？本文关注银行价格竞争对企业创新的影响,以2013—2018年沪深两市的上市企业为样本,采用“中介效应”因果分析模型,实证检验了银行价格竞争对企业研发投资的影响,并识别出以融资约束为中介渠道的作用机制。研究发现,银行价格竞争不仅会提高银行的风险容忍度,直接增加R&D投资的信贷供给意愿,而且还会通过降低贷款价格和增加贷款可得性来缓解企业整体的融资约束,间接促进企业创新活动。这一机制在解除贷款利率管制之后以及在民营企业层面体现得更加明显。本文的研究结果对于深化金融市场化改革、改善金融服务实体经济效果以及实施经济创新驱动发展战略,具有明确的政策启示。     

The color of shareholders' money: Institutional shareholders' political values and corporate environmental disclosure

In this study, we investigate whether and to what extent institutional shareholders' political values influence their investees' environmental disclosure and performance. Using employees' political donation data, we construct institutional investors' political ideology score, which higher (lower) value represents a more Republican- (Democratic)-leaning culture. We find that firms led by institutional shareholders with a more Republican-oriented political ideology are less likely to issue environmental reports. Such a negative effect is more pronounced for firms with institutional shareholders with long-term horizons, with high corporate Republican ideology scores, and without an environmental committee. We further find that institutional shareholders' Republican-oriented political values are negatively associated with their investee firms' environmental performance and green innovations. Overall, our results indicate that institutional shareholders' internal political polarization significantly influences corporate environmental disclosure policies.     

非银行金融科技与上市公司借贷成本——竞争压力还是信息溢出？

金融科技作为技术驱动的金融创新,是深化金融供给侧结构性改革、增强金融服务实体经济能力的重要引擎。基于我国A股上市公司数据,本文实证分析了针对中小微企业和个人的非银行金融科技发展对上市公司借贷成本的溢出效应。结果表明,非银行金融科技发展每提高10%,上市公司借贷成本平均下降1.6个百分点。进一步分析表明,这一结果同时受到“竞争压力”与“信息溢出”两种机制的作用:前者表现为在银行业竞争程度更高的地区,非银行金融科技的发展更能显著降低企业的借贷成本;后者表现为,非银行金融科技的发展能够显著降低商业银行不良贷款率,同时也能降低商业银行业务及管理费用开支。本文探索金融科技如何影响上市公司融资成本,为金融科技进一步增强金融服务实体经济能力提供了新的启示。