信息互动、投资决策与股票价格——基于机构投资者信息网络的分析

机构投资者之间存在着广泛的信息互动,其中包括信息共享与社会学习。本文基于2005-2018年我国A股市场与公募证券投资基金市场数据,应用社会关系网络理论实证分析了信息互动对于基金持仓决策以及股票市场价格的影响。结果表明:(1)信息互动对于基金持仓决策具有显著影响,且在不同决策情景与市场行情下其影响具有差异;(2)基金信息互动的影响可以分为“同城效应”和“异地效应”,不同城市的两种效应存在显著差异,并且不同城市基金的市场影响力也有所不同;(3)基金信息互动通过提高市场定价效率对于股价长期特质波动具有降低作用。本文基于社会关系网络理论分析了私有信息在机构投资者之间传播产生的影响,为认识机构投资者决策行为与股票市场价格异象提供了新的维度。     

Information interaction among institutional investors and stock price crash risk based on multiplex networks

Using a large sample of A-share listed companies on the Chinese stock market, we investigate the impact of information interaction among institutional investors (IIAII) on stock price crash risk. IIAII is measured using a multiplex network constructed from data on the multiple social relations of institutional investors. We find a positive and significant relationship between IIAII and crash risk. The results of the influencing mechanism analysis show that IIAII influences crash risk through the herd effect rather than the monitoring effect. Overall, our findings elucidate the important role of institutional investors in corporate governance and promote the application of multiplex network theory to the financial field.     

股吧评论、分析师跟踪与股价崩溃风险——关于模糊信息的信息含量分析

东方财富股吧等股票论坛日渐活跃,反映了投资者对获得上市公司真实、完整、及时信息的强烈需求。尽管股吧有助于促进信息传播,但仍是非正式的信息发布平台,股吧评论本质上是一种模糊信息。为探明股吧评论的信息含量,本文以2012—2017年A股上市公司为研究样本,研究股吧评论对股价崩溃风险的影响,以及同样属于模糊信息的分析师跟踪在这一过程中可能产生的作用。实证结果表明,股吧评论分歧越小,股价崩溃风险越大,并且分析师跟踪人数和研报数量在上述影响过程中发挥中介作用。研究结果有助于厘清股吧评论影响股价崩溃风险的路径和机理,既丰富了股价崩溃风险成因的研究,也揭示了股吧评论、分析师跟踪等模糊信息的信息含量。     

Does corporate eco-innovation affect stock price crash risk?

We examine the effect of corporate environmental innovation (hereafter eco-innovation) on stock price crash risk and document a significant negative association. Utilising a large sample of publicly listed U.S. firms for the period 2003 to 2017, we find that an increase in eco-innovation from the 25th to the 75th percentile is associated with 17.62% reduction in stock price crash risk. This outcome remains robust to a variety of sensitivity tests and after accounting for potential endogeneity concerns. Eco-innovative firms attract more institutional investors and equity analyst following and disclose more information leading to lower stock price crash risk. Additional tests reveal that the negative effect of eco-innovation is contingent on the political leadership's ideology and environmental sensitivity. Our paper contributes to the ongoing discourse on the costs and benefits of eco-innovation, documenting the value-enhancing perspective of eco-innovation.     

Institutional investor horizon and stock price synchronicity: Do product market competition and analyst coverage matter?

This paper provides new insights into the relation between institutional investment horizon and stock price synchronicity and investigates whether this relationship depends on the intensity of product market competition and analyst coverage. Based on a sample of French listed companies, we find that long-term (short-term) institutional investors are associated with lower (higher) stock price synchronicity. The results also show that the negative effect of long-term institutional investors is more accentuated for firms in less competitive markets and with high analyst coverage. An additional analysis shows that the synchronicity reduction effect does not vary during the financial crisis. Overall, these findings suggest that unlike their short-term counterparts, long term investors reduce asymmetric information and help disseminate firm-specific information into stock prices.     

Multi-dimensional corporate social responsibilities and stock price crash risk: Evidence from China

Worldwide, there has been an ongoing debate about whether corporate social responsibility (CSR) can lead to better financial market performance, or whether corporations can do well by doing good. Working with a sample of all listed companies in China from 2010 to 2017, this study examines the impacts of three dimensions of CSR on stock price crash risk. We find that CSR, especially firms' responsibility to the environment and stakeholders, significantly reduces stock price crash risk, while social contributions such as charitable donations have no significant effect on stock crash risk. Attracting long-term institutional investors is the primary mechanism through which CSR can curb crash risk. Mitigating earnings management is also a channel through which overall CSR and stakeholder responsibility contribute to a lower stock crash risk. Finally, we find that stakeholder responsibility and environmental responsibility can help improve stock market performance.     

Institutional trading, information production, and the choice between spin-offs, carve-outs, and tracking stock issues

We analyze a firm's choice between spin-offs, equity carve-outs, and tracking stock issues and the role of institutional investors in corporate restructuring. We model a firm with two divisions. Insiders have private information about firm value and face an equity market with retail and institutional investors. We show that restructuring increases information production by institutional investors (relative to that about the consolidated firm): the highest increase in information production arises from spin-offs, the next highest from carve-outs, and the lowest from tracking stock issues. Insiders with the most favorable private information implement spin-offs; those with less favorable private information implement carve-outs; those with even less favorable private information implement tracking stock issues; and those with unfavorable private information remain consolidated. We explain the positive announcement effect and increase in analyst coverage associated with all three forms of restructuring. Our model also generates a number of novel testable predictions for firms' choice between spin-offs, carve-outs, and tracking stock issues, and for institutional trading around these three forms of restructuring.     

投资者理性预期、流动性约束与股价崩盘传染研究

“传染性”是股价崩盘三大基本特征之一,会加剧股价崩盘负面影响,甚至引发系统性金融风险,因此,本文重点关注股价崩盘传染机制研究。首先,本文基于两阶段理性预期均衡模型,提出股价崩盘传染两大假设,即投资者理性预期与流动性约束导致传染;其次,基于2000-2016年全球28个国家或地区资本市场数据,实证检验股价崩盘传染机制和传染渠道。研究显示:(1)投资者理性预期、流动性约束会导致股价崩盘发生传染;(2)股价崩盘事件会在资本市场关联国家或地区传染;(3)提高资本市场信息透明度、加强金融管制有助于降低受关联国家或地区股价崩盘传染。     

Short-sale refinancing and price adjustment speed to bad news: Evidence from a quasi-natural experiment in China

Short selling may accelerate stock price adjustment to negative news. However, the literature provides mixed evidence for this prediction. Using short-sale refinancing and a staggered difference-in-differences (DID) model, this paper explores the effect of short selling on stock price adjustment. Our results show that (1) short-sale refinancing improves the speed of stock price adjustment to negative news. This result holds after we control for endogeneity. (2) The positive relationship between short-sale refinancing and stock price adjustment speed is significant in subsamples of stocks with higher earnings management or lower accuracy of analyst forecasts, indicating that firms with more opaque information are more likely to be targeted by short sellers. In subsamples of stocks with a higher ownership concentration or lower ownership by institutional investors, short selling is more likely to increase the speed of stock price adjustment, indicating that ownership structure may influence negative news mining. (3) As short-sale refinancing exacerbates the absorption of bad news by stock prices, it increases crash risk. This study enriches the research on the economic consequences of short selling and provides empirical evidence supporting regulations on short selling in China.     

财务重述、管理层权力与股价崩盘风险：来自中国证券市场的经验证据

股市震荡引发投资者和监管层对股价崩盘风险的关注。从财务重述背后所反映的财务信息质量低下和公司治理失效出发,探讨其对股价崩盘风险的影响,结合管理层权力这一影响组织行为和产出能力的代理人特征,探讨其对财务重述与股价崩盘风险之间关系的影响。研究结果表明：相比未发生财务重述的公司,发生了财务重述的公司的股价崩盘风险明显更高;进一步纳入代理人特征———管理层权力后,发现代理人的这一特征对上述关系有明显的促进作用。     

Analyst target price revisions and institutional herding

We document that institutional herding behavior is associated with analyst target price revisions even after controlling for the effects of analyst recommendations and earnings forecasts, and provide insights into the price impact of institutional herding. Institutional investors tend to buy the same stocks following an upward target price revision and sell the same stocks following a downward price revision. Moreover, institutional investors tend to overreact to analysts' target price revisions, which exacerbates the mispricing in the stock market. Such price destabilizing effect is particularly pronounced for herding among investment firms.     

Stock price synchronicity,crash risk,and institutional investors

Both stock price synchronicity and crash risk are negatively related to the firm's ownership by dedicated institutional investors, which have strong incentive to monitor due to their large stake holdings and long investment horizons. In contrast, the relations become positive for transient institutional investors as they tend to trade rather than monitor. These findings suggest that institutional monitoring limits managers' extraction of the firm's cash flows, which reduces the firm-specific risk absorbed by managers, thereby leading to a lower R². Moreover, institutional monitoring mitigates managerial bad-news hoarding, which results in a stock price crash when the accumulated bad news is finally released.     

Firms' digitalization and stock price crash risk

Effects of digital transformation on value creation, productivity, and innovation have been previously examined. However, only a few studies have explored how the capital market responds to firms' digitalization, and the relationship between digital transformation and stock price crash risk has remained unknown. The current study explores this gap by using data of listed firms in China in 2007–2020. We create a Chinese dictionary containing digital keywords by using the deep learning model, and set the proportion of intangible assets related to digital keywords as proxy for digital transformation. Findings show that digital transformation significantly reduces stock price crash risk. Moreover, results remain robust after addressing endogeneity problems and several robustness tests. Heterogeneity analysis suggests that the attenuation effect of digital transformation on stock price crash risk is strong for firms that are small, with low analyst attention, in the tech industries, and in areas with high trust. This study validates two potential mechanisms, namely, information and internal control channels. Lastly, digital transformation significantly reduces opacity and increases internal control quality.     

Making honest men of them: Institutional investors,financial reporting,and the appointment of female directors to all-male boards

In this paper, we theorize that dedicated institutional investors are more likely than transient institutional investors to appoint female directors to investee firms with all-male boards, particularly those with high opacity. We conjecture that dedicated investors appoint female directors as a governance mechanism to improve the financial reporting quality of these investee firms. Specifically, we find that through the appointment of female directors, dedicated institutional investors trigger the release of stockpiled negative accounting information, thereby increasing the likelihood of a stock price crash risk. We also show that dedicated investors, through the appointment of female directors, improve investee firms' corporate disclosure environment by decreasing earnings management. Finally, we find that through continued service on investee firms' boards, female directors reduce the future likelihood of a stock price crash.     

Economic policy uncertainty and stock price crash risk

This paper studies the impact of economic policy uncertainty on stock price crash risk using data from China. We develop a new index to measure Chinese economic policy uncertainty and find that economic policy uncertainty has a remarkable positive effect on stock price crash risk. However, the effect reverses later. The results also indicate that the positive effect of economic policy uncertainty on stock price crash risk is more prominent for state‐owned enterprises. Moreover, this effect is more prominent for firms with higher information asymmetry and firms with greater disagreement among investors, indicating that economic policy uncertainty affects crash risk through two mechanisms: managers’ concealment of bad news and investors’ heterogeneous beliefs.     

投资者关注与股价崩盘风险:抑制还是加剧?

本文以2010—2017年中国A股上市公司为样本,考察了投资者关注影响股价崩盘风险的客观表现和传导路径。研究发现,投资者关注度的提高会显著加剧下一期的股价崩盘风险,存在“关注度的崩盘效应”;分组检验发现,关注度的崩盘效应仅在机构持股比例低的公司和市场处于牛市状态下存在;路径检验发现,投资者关注不存在信息路径,没有改善公司信息透明度,但存在部分的情绪路径,提高了股价同步性和投资者情绪,从而加剧了股价崩盘风险。建议监管部门重视投资者关注对股价带来的冲击,通过进一步提高机构者持股比例,缓解情绪过热导致的定价错误程度,降低股价崩盘风险。     

信息不确定、坏消息与投资者交易行为

本文以2000年至2010年的A股上市公司违法违规事件为样本,分析该类事件中信息不确定性的影响,以及市场反应中的投资者交易行为。研究发现:上市公司市场价值在事件日呈显著下跌;然而,与直觉有些相悖的是,信息不确定程度与超额累积收益呈显著正相关,这意味着在坏消息到来时,不确定性反而提高了股票的市场价值;最后,通过对各类投资者在此类事件中的净买入情况分析,我们发现不同投资者的交易行为有明显差异。机构投资者在坏消息中采用了反向交易策略,并且知情交易促进机构投资者的买入。     

Price Discovery and Dissemination of Private Information by Loan Syndicate Participants

We delineate key channels through which flows of confidential information to loan syndicate participants impact the dynamics of information arrival in prices. We isolate the timing of private information flows by estimating the speed of price discovery over quarterly earnings cycles in both secondary syndicated loan and equity markets. We identify borrowers disseminating private information to lenders relatively early in the cycle with firms exhibiting relatively early price discovery in the secondary loan market, documenting that price discovery is faster for loans subject to financial covenants, particularly earnings‐based covenants; for borrowers who experience covenant violations; for borrowers with high credit risk; and for loans syndicated by relationship‐based lenders or highly reputable lead arrangers. We then ask whether early access to private information in the loan market accelerates the speed of information arrival in stock prices. We document that the stock returns of firms identified with earlier private information dissemination to lenders indeed exhibit faster price discovery in the stock market, but only when institutional investors are involved in the firm's syndicated loans. Further, the positive relation between institutional lending and the speed of stock price discovery is more pronounced in relatively weak public disclosure environments. These results are consistent with institutional lenders systematically exploiting confidential syndicate information via trading in the equity market.     

What firm risk factors drive bank loan pricing and other terms? Evidence from China

This study investigates how firm risk factors affect bank loan pricing. Although firm-specific stock price crash risk affects bank loan costs directly, it also prompts other risks, including financial restatement and litigation, which in turn trigger higher bank loan costs. Strong internal and external governance mechanisms help reduce agency problems and improve information transparency, alleviating the adverse effect of stock price crash risk on loan costs. Our results confirm that bankers take good corporate governance into account in their bank loan decisions. We also show that bond investors price the adverse effect of stock price crash risk, prompting higher corporate bond costs. Futher evidence suggests that banks impose stricter non-price terms, such as smaller loan size, shorter loan maturity, and a higher likelihood of collateral requirement, on firms with higher crash risk.     

Shareholder Coordination,Information Diffusion and Stock Returns

We show that the quality of information‐sharing networks linking firms’ institutional investors has stock return predictability implications. We find that firms with high shareholder coordination experience less local comovement and less post‐earnings announcement drift, consistent with the notion that information‐sharing networks facilitate information diffusion and improve stock price efficiency. In support of the view that coordination acts as an information diffusion channel, we document that the stock return performance of firms with high shareholder coordination leads that of firms with low shareholder coordination.