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Connectedness in exchange rates and news sentiment in the Asia‐Pacific region 亚太地区汇率和新闻情绪的关联性
Pub Date : 2024-08-10 DOI: 10.1002/ijfe.3021
Tjeerd M. Boonman, Jens Fittje
Exchange rate co‐movements can be pathways for contagion and reduce the ability for diversification. News sentiment on the currency, as a high frequency proxy for market expectations, may affect exchange rate dynamics. We use the connectedness approach from Diebold and Yilmaz (International Journal of Forecasting, 2012, 28(1), 57–66) to model co‐movements of exchange rate changes and news sentiment of 14 Asian‐Pacific currencies from 1998 to 2022. Our results indicate that the connectedness between the exchange rate changes increases over time, especially among advanced economies after the Global Financial Crisis. We do not find evidence that currency news sentiment can serve as an early warning indicator for exchange rate changes.
汇率的同向变动可能成为传染的途径,并降低分散投资的能力。货币的新闻情绪作为市场预期的高频代表,可能会影响汇率动态。我们使用 Diebold 和 Yilmaz(《国际预测期刊》,2012 年,28(1), 57-66)的关联性方法,对 1998 年至 2022 年 14 种亚太地区货币的汇率变动和新闻情绪的共同走势进行建模。我们的研究结果表明,汇率变动之间的关联性随着时间的推移而增加,尤其是在全球金融危机之后的发达经济体中。我们没有发现证据表明货币新闻情绪可以作为汇率变动的预警指标。
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引用次数: 0
Is transparency in sustainability the fruit of business trust: Evidence from sustainability disclosure? 可持续发展的透明度是商业信任的成果吗?可持续发展信息披露的证据?
Pub Date : 2024-08-10 DOI: 10.1002/ijfe.3022
Yanqi Sun, Kun Su, Wei Cai, Min Bai
This research explores the relationship between sustainability disclosures and business trust within a dataset comprising 689 publicly listed companies in China spanning from 2006 to 2018. Our analysis delves into how business trust influences levels of sustainability disclosure, revealing a positive correlation between the two. To ensure the reliability of our findings, we conducted additional tests to address potential endogeneity concerns. Supplementary analyses indicate that this positive relationship between sustainability disclosure and business trust is particularly notable among non‐state‐owned enterprises (non‐SOEs) and companies operating in regions characterized by lower levels of marketization. Our study aligns with the principles of neo‐institutional theory, indicating that business trust, functioning as an informal institution, shapes firms' sustainability disclosure practices through normative pressures. Moreover, we observe that business trust holds more sway over sustainability disclosure practices in contexts where formal institutions are weaker. These findings contribute fresh perspectives on the determinants of sustainability disclosures and underscore the pivotal role of business trust in fostering such disclosures. Based on our findings, we suggest that policymakers should foster a business environment that enhances trust among stakeholders, encouraging firms, especially in regions with weak formal institutions, to engage more rigorously in sustainability disclosure. Such policy initiatives could include developing clearer guidelines for sustainability reporting and promoting transparency as a core business value. The implications of our research extend to managers, regulators, and investors alike, highlighting the need for integrated approaches to enhance transparency and trust in the business sector.
本研究通过 2006 年至 2018 年期间中国 689 家上市公司的数据集,探讨了可持续发展信息披露与企业信任之间的关系。我们的分析深入探讨了企业信任如何影响可持续发展信息披露水平,发现两者之间存在正相关关系。为确保研究结果的可靠性,我们进行了额外的测试,以解决潜在的内生性问题。补充分析表明,可持续发展信息披露与企业信任之间的这种正相关关系在非国有企业(non-SOEs)和市场化程度较低地区的企业中尤为明显。我们的研究符合新制度理论的原则,表明商业信任作为一种非正式制度,通过规范压力影响着企业的可持续发展信息披露实践。此外,我们还发现,在正式制度较弱的情况下,商业信任对可持续发展信息披露的影响更大。这些发现为可持续发展信息披露的决定因素提供了新的视角,并强调了商业信任在促进此类披露中的关键作用。根据我们的研究结果,我们建议政策制定者应营造一个能增强利益相关者之间信任的商业环境,鼓励企业,尤其是正规机构薄弱地区的企业,更严格地参与可持续发展信息披露。此类政策措施可包括制定更明确的可持续发展报告准则,以及将透明度作为核心商业价值加以推广。我们的研究对管理者、监管者和投资者都有借鉴意义,强调了采取综合方法提高商业领域透明度和信任度的必要性。
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引用次数: 0
Multi‐class financial distress prediction based on stacking ensemble method 基于堆叠集合法的多类财务困境预测
Pub Date : 2024-07-18 DOI: 10.1002/ijfe.3020
Xiaofang Chen, Chong Wu, Zijiao Zhang, Jiaming Liu
The motivation of this article is to help financial soundness companies understand their specific financial status so that they can take timely measures to avoid financial distress. Existing multi‐class financial distress prediction (FDP) studies have mainly segmented financial crisis status, with less attention paid to financial soundness companies. To fill this gap, we propose a new multi‐class definition of FDP from the perspective of financial soundness enterprises. The financial states are defined as financial soundness, moderate financial soundness, mild financial soundness and financial distress. We propose a stacking ensemble model for multi‐class FDP. First, deep neural network, multinomial logit regression (MNLogit) and multivariate discriminant analysis models are used as basic classifiers to obtain preliminary prediction results. Second, MNLogit is used to integrate the results from the previous step. To increase the effective information, stock information is then added into the model. The proposed model was trained using data from 2007 to 2019 for Chinese listed companies and tested using data from 2020. The results show that the MacroR‐Pre, MacroR‐Rec, MacroR‐F1 and MacroR‐AUC of the proposed model are better compared with the benchmark model, including individuals and ensembles, with 87.05%, 90.68%, 88.70% and 88.20%.The addition of stock information and non‐financial indicators can improve the accuracy of the multi‐class FDP model by about 8%. The innovativeness of this paper is twofold. First, it proposes a new multi‐class definition of enterprise financial status. Second, a multi‐class FDP based on stacking is constructed, which provides a new method for solving the multi‐class FDP problem. The study shows that the proposed multi‐class definition and stacking model are suitable for analysing financial soundness enterprises, which can help managers effectively grasp the specific financial status and have strong practical significance.
本文的研究动机是帮助财务稳健的公司了解其具体的财务状况,从而及时采取措施避免财务困境。现有的多类别财务困境预测(FDP)研究主要是对财务危机状况进行细分,对财务稳健公司的关注较少。为了填补这一空白,我们从财务稳健企业的角度出发,提出了一种新的多类财务困境预测(FDP)定义。财务状态被定义为财务稳健、中度财务稳健、轻度财务稳健和财务困境。我们提出了多类 FDP 的堆叠集合模型。首先,使用深度神经网络、多二叉对数回归(MNLogit)和多元判别分析模型作为基本分类器,获得初步预测结果。其次,使用 MNLogit 对上一步的结果进行整合。为了增加有效信息,模型中还加入了股票信息。使用 2007 年至 2019 年中国上市公司的数据对所提出的模型进行了训练,并使用 2020 年的数据进行了测试。结果表明,与包括个体和集合在内的基准模型相比,所提模型的宏观R-Pre、宏观R-Rec、宏观R-F1和宏观R-AUC分别为87.05%、90.68%、88.70%和88.20%。本文的创新之处有两点。首先,本文提出了一种新的企业财务状况多级定义。其次,构建了基于堆叠的多类 FDP,为解决多类 FDP 问题提供了一种新方法。研究表明,所提出的多类定义和堆叠模型适用于分析财务稳健性企业,可以帮助管理者有效掌握具体的财务状况,具有很强的现实意义。
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引用次数: 0
ESG peer effects and corporate financial distress: An executive social network perspective ESG 同行效应与企业财务困境:高管社交网络视角
Pub Date : 2024-07-02 DOI: 10.1002/ijfe.3016
Qian Ding, Jianbai Huang, Jinyu Chen, Ding Wang
Based on the data of listed firms in China from 2009 to 2020, this study investigates whether environmental, society and governance (ESG) peer effects reduce the risk of corporate financial distress from an executive social network perspective. Using two‐stage least squares method, our empirical results suggest that the ESG peer effects exist in executive social networks, and the ESG peer effects can alleviate corporate financial distress. ESG subcategory analysis shows that the governance peer effect has the most obvious alleviating effect on financial distress. The negative impact of ESG peer effects on corporate financial distress is stronger when firms have high network power, network cohesion and network control in executive social networks. Our conclusions still hold after a series of robustness tests. Our research expands the literature on peer effects from the perspective of social relations, and sheds additional light on the critical role of ESG peer effects in financial risk management.
本研究基于 2009-2020 年中国上市公司的数据,从高管社交网络的角度研究环境、社会和治理(ESG)同伴效应是否会降低企业财务困境风险。利用两阶段最小二乘法,我们的实证结果表明,高管社交网络中存在环境、社会和治理同伴效应,并且环境、社会和治理同伴效应能够缓解企业财务困境。ESG子类别分析表明,治理同伴效应对财务困境的缓解作用最为明显。当企业在高管社交网络中具有较高的网络力量、网络凝聚力和网络控制力时,ESG同伴效应对企业财务困境的负面影响更强。经过一系列稳健性检验,我们的结论仍然成立。我们的研究从社会关系的角度扩展了关于同伴效应的文献,并进一步揭示了环境、社会和公司治理同伴效应在财务风险管理中的关键作用。
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引用次数: 0
The scientific tale of the nexus between oil prices, macroeconomic uncertainty and Pakistan's exports to its major trading partners: Insights from advanced methods 石油价格、宏观经济不确定性和巴基斯坦对其主要贸易伙伴出口之间关系的科学故事:先进方法的启示
Pub Date : 2024-06-04 DOI: 10.1002/ijfe.3009
M. Chishti
The recent study aims to analyze the nonlinear dynamic effects of oil price shocks and macroeconomic uncertainty on exports. To achieve this, the study utilizes monthly data from July 2003 to December 2020 on oil prices and macroeconomic uncertainty, examining their impact on Pakistan's exports to its major trading partners. To ensure detailed and robust findings, the study employs various advanced econometric tools, including quantile unit root, cointegration, Granger causality tests, and quantile‐on‐quantile regression (QQR) and wavelet quantile correlation (WQC) techniques. The QQR and WQC estimates reveal diverse and nonlinear effects of oil price shocks and macroeconomic uncertainty on exports, reflecting the complexity of the relationship. While oil price shocks (OP) predominantly hinder exports in most cases, a significant and positive association between OP and exports is also observed. Similarly, macroeconomic uncertainty generally exhibits a significantly adverse influence on exports, but positive impacts are also evident. Furthermore, the quantile Granger causality test confirms the presence of a bidirectional causal relationship between the selected series. Based on the results mentioned above, the study argues that the effects of oil price shocks and economic uncertainty are nonlinear, diverse, and complex. As a result, the study suggests implementing phase‐wise policy recommendations to address these complexities.
最近的研究旨在分析石油价格冲击和宏观经济不确定性对出口的非线性动态影响。为此,研究利用了 2003 年 7 月至 2020 年 12 月期间有关石油价格和宏观经济不确定性的月度数据,考察了它们对巴基斯坦向其主要贸易伙伴出口的影响。为确保研究结果详实可靠,本研究采用了各种先进的计量经济学工具,包括量子单位根、协整、格兰杰因果检验以及量子对量子回归(QQR)和小波量子相关(WQC)技术。QQR 和 WQC 估计结果显示了石油价格冲击和宏观经济不确定性对出口的不同和非线性影响,反映了这种关系的复杂性。虽然在大多数情况下,石油价格冲击(OP)主要阻碍出口,但也观察到石油价格冲击与出口之间存在显著的正相关关系。同样,宏观经济的不确定性一般会对出口产生显著的不利影响,但也有明显的积极影响。此外,量化格兰杰因果检验证实了所选序列之间存在双向因果关系。基于上述结果,本研究认为,石油价格冲击和经济不确定性的影响是非线性的、多样的和复杂的。因此,研究建议实施阶段性政策建议来解决这些复杂问题。
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引用次数: 0
Do responsible practices lead to higher firm productivity? Evidence from Europe 负责任的做法会提高企业生产力吗?欧洲的证据
Pub Date : 2024-06-03 DOI: 10.1002/ijfe.3011
Stefano Piserà, Luca Gandullia, C. Girardone
This study examines the impact of corporate social responsibility (CSR) in its environmental, social and governance (ESG) dimensions on firm productivity. We analyze a data set comprising 448 non‐financial firms operating in 15 European countries during the period 2002–2018 and find compelling evidence indicating that both the overall ESG scores and their individual sub‐pillars, are positively associated with total factor productivity (TFP). To ensure the robustness of our findings, we employ multiple analytical approaches to address potential endogeneity and selection biases. Our evidence demonstrates that the link between ESG and TFP link becomes more pronounced during economic slowdowns, particularly in the aftermath of the financial crisis. Furthermore, our investigation reveals that firms' environmental performance plays a pivotal role in driving this relationship. To validate this outcome, we employ a quasi‐natural experiment, focused on the adoption of the international climate change treaty, the 2015 ‘Paris Agreement’. Overall, our results offer valuable insights for policymakers and regulators and confirm that involvement in sustainability practices within the non‐financial sector not only yields societal benefits but also bolsters firm‐level productivity.
本研究探讨了企业社会责任(CSR)在环境、社会和治理(ESG)方面对企业生产率的影响。我们分析了 2002-2018 年期间在 15 个欧洲国家运营的 448 家非金融企业的数据集,发现令人信服的证据表明,ESG 总体得分及其各个子支柱与全要素生产率(TFP)呈正相关。为确保研究结果的稳健性,我们采用了多种分析方法来解决潜在的内生性和选择偏差问题。我们的证据表明,ESG 与全要素生产率之间的联系在经济放缓期间变得更加明显,尤其是在金融危机之后。此外,我们的调查还显示,企业的环境绩效在推动这种关系方面发挥了关键作用。为了验证这一结果,我们采用了一个准自然实验,重点关注国际气候变化条约--2015 年 "巴黎协定 "的通过情况。总之,我们的研究结果为政策制定者和监管者提供了有价值的见解,并证实了非金融行业参与可持续发展实践不仅能产生社会效益,还能提高公司层面的生产力。
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引用次数: 1
Economic policy uncertainty and credit risk in microfinance: A cross‐country analysis 经济政策的不确定性与小额信贷的信贷风险:跨国分析
Pub Date : 2024-05-22 DOI: 10.1002/ijfe.3003
Mufang Xie
Using a cross‐country data set of 670 microfinance institutions (MFIs) in nine countries from 1999 to 2018, this study examines the impact of economic policy uncertainty (EPU) on the credit risk of MFIs. The empirical results show that EPU significantly increases the credit risk of MFIs. Our findings are valid in a series of robustness checks. The moderating effects reveal that group lending can mitigate the impact of EPU on the credit risk of MFIs and that EPU has a weaker impact on nongovernmental organizations (NGOs) and cooperatives and credit unions (Coop/CUs). We explore potential channels through which credit risk is influenced by EPU from the perspectives of earnings volatility and cost. We find that EPU increases the credit risk of MFIs not only by reducing profitability and leverage levels and increasing earnings volatility but also by raising financing costs.
本研究利用 1999 年至 2018 年九个国家 670 家小额信贷机构(MFIs)的跨国数据集,考察了经济政策不确定性(EPU)对小额信贷机构信贷风险的影响。实证结果表明,EPU 会显著增加小额信贷机构的信贷风险。我们的研究结果在一系列稳健性检验中都是有效的。调节效应显示,集体贷款可以减轻 EPU 对小额金融机构信贷风险的影响,而且 EPU 对非政府组织(NGOs)以及合作社和信用社(Coop/CUs)的影响较弱。我们从收益波动性和成本的角度探讨了 EPU 影响信贷风险的潜在渠道。我们发现,EPU 不仅通过降低盈利能力和杠杆水平、增加收益波动性,还通过提高融资成本来增加小额贷款机构的信贷风险。
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引用次数: 0
Embedded theoretical quality option pricing in Treasury bond futures—Starting from the definition deviation of conversion factor 国债期货的嵌入式理论质量期权定价--从转换因子的定义偏差出发
Pub Date : 2024-05-22 DOI: 10.1002/ijfe.3006
Xiaofeng Yang, Ling Zhao
Unlike ordinary futures, Treasury bond futures are a kind of complex financial derivatives with multiple Treasury bonds as the underlying, which can be settled on multiple dates. China's Treasury bond futures contract embeds a quality option, rolling timing option, and month end timing option, and these options restrict each other, making the pricing of Treasury bond futures extremely difficult. Quality option plays a dominant role in these three options. This article creatively divides quality options into theoretical quality option caused by the definition deviation of conversion factor and disturbance quality option caused by the market factors except for interest rate. Using the bond valuation method based on the yield to maturity curve, this article puts forward the embedded theoretical quality option and China's Treasury bond futures pricing models. For the empirical test, the dataset covers a 10‐year Treasury bond futures contract in 151 working days. The results show that the relative error between our model and the actual closing price of the Treasury bond futures is small compared with the cost of carry model, which excludes any embedded options. This research constructs a practical and straightforward pricing model of embedded theoretical quality option.
与普通期货不同,国债期货是一种以多只国债为标的物的复杂金融衍生品,可以在多个日期进行结算。我国国债期货合约中嵌入了质量期权、滚动择时期权和月末择时期权,这些期权相互制约,使得国债期货的定价难度极大。在这三种期权中,质量期权起着主导作用。本文创造性地将质量期权分为由转换因子定义偏差引起的理论质量期权和由除利率外的市场因素引起的扰动质量期权。本文利用基于收益率到期曲线的债券估值方法,提出了嵌入式理论质量期权和中国国债期货定价模型。在实证检验中,数据集涵盖了 151 个工作日的 10 年期国债期货合约。结果表明,与不包含任何嵌入期权的套利成本模型相比,我们的模型与国债期货实际收盘价之间的相对误差较小。本研究构建了一个实用、简单的嵌入式理论质量期权定价模型。
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引用次数: 0
Commodity price volatility, institutions and economic growth: An empirical investigation 商品价格波动、制度和经济增长:实证调查
Pub Date : 2024-05-17 DOI: 10.1002/ijfe.2996
Fréjus‐Ferry Houndoga, Gabriel Picone
This article investigates the role of institutional quality in transmitting effects of commodity price volatility to economic growth. To do so, we collect data on 107 primary commodity exporting countries in both developing and developed ones over the period 1976–2015. Our empirical approach is based on Solow growth model framework (Solow, R. M. (1956). The Quarterly Journal of Economics, 70(1), 65) and consists of estimating a dynamic panel model using the two‐step system GMM estimator. Our results show evidence that commodity price booms are associated with good economic performances that are unfortunately wiped out by the negative effects of price volatility in developing commodity‐dependent countries (CDCs). The main channel through which this volatility affects economic growth turns out to be through factor productivity. Finally, we have formally established that the negative effect of price volatility in CDCs is mainly due to the poor quality of institutions in these countries. These results suggest that it is important for commodity‐exporting economies, especially developing CDCs, to work on building strong economic and political institutions to guard against the risk of commodity price volatility.
本文研究了制度质量在将商品价格波动的影响传递给经济增长方面的作用。为此,我们收集了 1976-2015 年间发展中国家和发达国家 107 个初级商品出口国的数据。我们的实证方法基于索洛增长模型框架(Solow, R. M. (1956)。The Quarterly Journal of Economics, 70(1), 65),并使用两步系统 GMM 估计器对动态面板模型进行估计。我们的研究结果表明,商品价格上涨与良好的经济表现有关,但不幸的是,依赖商品的发展中国家(CDCs)的经济表现却被价格波动的负面影响所抹杀。事实证明,价格波动影响经济增长的主要渠道是要素生产率。最后,我们正式确定,价格波动对依赖初级商品的发展中国家的负面影响主要是由于这些国家的机构质量低下。这些结果表明,商品出口经济体,尤其是发展中的依赖初级商品的发展中国家,必须努力建立强有力的经济和政治体制,以防范商品价格波动的风险。
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引用次数: 0
Can digital M&A reduce the stock price crash risk? 数字并购能否降低股价暴跌风险?
Pub Date : 2024-05-17 DOI: 10.1002/ijfe.2997
Jingyi Guan, Yunhui Wen
With the rapid development of the digital economy, digital mergers and acquisitions (M&A) have become essential means for enterprises to acquire digital technologies and accelerate their digital transformation. This paper examines the impact of digital M&A on stock price crash risk using a sample of M&A transactions of China A‐share listed companies from 2010 to 2021. The results show that digital M&A can reduce stock price crash risk after M&A. Further discussions reveal that compared to non‐digital M&A, digital M&A has a better market effect, and the target firms of digital M&A generally are in different industries from the acquirers, have relatively low registered capital, have a shorter registration time, and have better financial performance. Mechanism tests indicate that during the transaction, digital M&A increases the probability of signing earnout contracts and reduces the cash payment ratio. After the transaction, digital M&A increases research and development (R&D) investment and improves R&D investment efficiency, ultimately reducing stock price crash risk. Cross‐sectional tests suggest that in situations with intense market competition, lower digitalization level of the acquirers, and higher business similarity between the acquirer and the target firm, digital M&A is more effective in reducing stock price crash risk. The findings enrich the research on the operational mechanisms and economic consequences of digital M&A, providing theoretical references for regulatory authorities to optimise M&A regulatory policies and for enterprises to assess the benefits and risks of digital M&A.
随着数字经济的快速发展,数字并购(M&A)已成为企业获取数字技术、加速数字化转型的必要手段。本文以2010-2021年中国A股上市公司并购交易为样本,研究了数字化并购对股价暴跌风险的影响。结果表明,数字化并购可以降低并购后的股价暴跌风险。进一步讨论发现,与非数字化并购相比,数字化并购具有更好的市场效应,数字化并购的目标公司一般与并购方处于不同行业,注册资本相对较低,注册时间较短,财务业绩较好。机制检验表明,在交易过程中,数字并购增加了签订收益合同的概率,降低了现金支付比例。交易后,数字化并购增加了研发投入,提高了研发投入效率,最终降低了股价暴跌风险。横截面检验表明,在市场竞争激烈、并购方数字化水平较低、并购方与目标公司业务相似度较高的情况下,数字化并购能更有效地降低股价暴跌风险。研究结果丰富了对数字并购的运行机制和经济后果的研究,为监管部门优化并购监管政策和企业评估数字并购的收益与风险提供了理论参考。
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引用次数: 0
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International Journal of Finance & Economics
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