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Examining the Indonesian dual banking system: an exploration of market discipline indicators 印度尼西亚双重银行体系研究:市场纪律指标探索
IF 1.7 Q2 BUSINESS, FINANCE Pub Date : 2024-09-19 DOI: 10.1108/ijmf-01-2024-0004
Nurhastuti Kesumo Wardhani, Robert Faff, Lewis Liu, Zairihan Abdul Halim

Purpose

This research aims to investigate the disciplinary functions of depositors and subordinated debt holders within Indonesia's dual banking system, examining the impact of regulatory changes on market discipline.

Design/methodology/approach

The study employs a comprehensive analysis of the dual banking system in Indonesia over 15 years. Utilizing a non-public dataset from the Financial Services Authority and the Indonesia Deposit Insurance Corporation, the study employs propensity score matching and difference-in-differences analysis.

Findings

The findings reveal distinct patterns in the exercise of market discipline by depositors over different regulatory regimes. During the blanket guarantee regime (2002–2005), depositors lacked the incentive to monitor banks but resumed their disciplinary role under the limited guarantee regime (2005–2017). Islamic banks faced simultaneous market and regulatory discipline, with market discipline prevailing.

Originality/value

This study contributes to the literature by providing novel insights into the interplay between regulatory changes, market discipline and depositor behavior within Indonesia's dual banking system. The utilization of a comprehensive non-public dataset from regulatory authorities adds to the originality of the research.

目的本研究旨在调查印尼双重银行体系中存款人和次级债持有人的约束功能,研究监管变化对市场约束的影响。研究利用了金融服务管理局和印尼存款保险公司的非公开数据集,采用了倾向得分匹配和差异分析方法。研究结果研究结果显示,在不同的监管制度下,储户执行市场纪律的模式各不相同。在全面担保制度(2002-2005 年)期间,储户缺乏监督银行的动力,但在有限担保制度(2005-2017 年)期间,储户恢复了其约束作用。伊斯兰银行同时面临市场纪律和监管纪律的约束,其中市场纪律占主导地位。 原创性/价值 本研究对印尼双重银行体系中监管变化、市场纪律和储户行为之间的相互作用提供了新的见解,从而为相关文献做出了贡献。利用监管机构提供的全面的非公开数据集增加了研究的原创性。
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引用次数: 0
CEO compensation and bank’s performance following bank-rescue 银行救援后首席执行官的薪酬与银行业绩
IF 1.7 Q2 BUSINESS, FINANCE Pub Date : 2024-09-18 DOI: 10.1108/ijmf-09-2023-0469
Rukaiyat Adebusola Yusuf, Mamiza Haq

Purpose

This paper examines the effect of restrictions on executive pay and high CEOs’ compensation on bank performance following the “2008 UK bank rescue policy”.

Design/methodology/approach

Using the difference-in-difference estimation technique we assess the relationship between executive compensation and financial performance of rescued banks relative to non-rescued banks over the period 1999–2019.

Findings

Our main finding indicates that the relationship between executive compensation and financial performance declines in rescued banks relative to non-rescued banks. Further, we document that performance continues to deteriorate in rescued banks relative to non-rescued banks. Our results are robust to different estimation techniques.

Originality/value

This study contributes to the literature that examines the efficacy of government bailouts during the 2008 crisis. To the best of the author’s knowledge, this study is among the first to examine the long-term implications of bank rescue and pay restrictions on executive compensation and performance post–rescue.

目的本文研究了 "2008 年英国银行救助政策 "之后,限制高管薪酬和 CEO 高薪酬对银行绩效的影响。此外,我们还发现,相对于未获救银行,获救银行的业绩持续恶化。本研究为研究 2008 年危机期间政府救助效果的文献做出了贡献。据笔者所知,本研究是首批研究银行救助和薪酬限制对救助后高管薪酬和绩效的长期影响的研究之一。
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引用次数: 0
Does corporate sustainability performance matter for cash holdings? International evidence 企业的可持续发展绩效对现金持有量有影响吗?国际证据
IF 1.7 Q2 BUSINESS, FINANCE Pub Date : 2024-08-13 DOI: 10.1108/ijmf-01-2024-0052
Ly Ho, Yue Lu

Purpose

We examine the impact of corporate sustainability performance (CSP) on corporate cash holdings, focusing on the moderating impacts of industry’s concentration, financial constraints, and institutional environments.

Design/methodology/approach

The empirical analysis is conducted on a sample of 31 countries from 2002 to 2018. We use the pooled OLS regressions controlling for fixed effects. We further address endogeneity issues using an instrumental variable approach, the Difference-in-Differences regression based on an exogenous shock, and the propensity score matching.

Findings

We find that firms with superior CSP hold more cash. This result is valid after a series of tests for robustness and endogeneity issues, suggesting a causal effect of CSP on corporate cash holdings. In the cross section, the positive impact of CSP on cash holdings is more pronounced for firms operating in highly concentrated industries, but attenuated for firms with financial constraints and for those operating in countries with better institutional environments. We further show that CSP affects cash holdings through the channel of financial distress risk.

Practical implications

In making investment decisions, investors should not only examine corporate financial performance and sustainability profile, but also understand the related cash holding levels and financial distress costs. Corporate managers making decisions on levels of cash holdings should pay more attention to their sustainability behavior, especially for firms operating in concentrated industries and/or facing financial constraints. Governments and authorities can apply regulations to encourage firms to engage more in sustainable activities, as well as establish good institutional environments in the country.

Originality/value

Using a comprehensive international dataset, our paper contributes to two strands of literature: the economic impact of CSP and the driver of cash holdings. We further focus on the moderating role of industry concentration and firms’ financial constraints. Our international sample also allows us to exploit the effect of country-level informal institutions.

目的我们研究了企业可持续发展绩效(CSP)对企业现金持有量的影响,重点关注行业集中度、财务约束和制度环境的调节作用。我们使用控制固定效应的集合 OLS 回归。我们还使用工具变量方法、基于外生冲击的差分回归和倾向得分匹配来进一步解决内生性问题。在对稳健性和内生性问题进行一系列检验后,这一结果是有效的,表明 CSP 对企业现金持有量产生了因果效应。在横截面上,CSP 对现金持有量的积极影响对于在高度集中的行业中经营的公司更为明显,但对于存在财务限制的公司和在制度环境较好的国家中经营的公司则有所减弱。在做出投资决策时,投资者不仅要考察企业的财务表现和可持续发展状况,还要了解相关的现金持有水平和财务困境成本。企业管理者在决定现金持有水平时,应更多地关注企业的可持续发展行为,尤其是在行业集中和/或面临财务限制的企业。政府和当局可以实施法规,鼓励企业更多地参与可持续发展活动,并在国内建立良好的制度环境。原创性/价值利用一个全面的国际数据集,我们的论文为两方面的文献做出了贡献:CSP 的经济影响和现金持有量的驱动因素。我们进一步关注了行业集中度和企业财务约束的调节作用。我们的国际样本还允许我们利用国家层面非正式机构的影响。
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引用次数: 0
Nonfinancial 8-K disclosures and individual investors' trading during earnings announcement window 非财务信息 8-K 披露与个人投资者在财报公布窗口期的交易
IF 1.7 Q2 BUSINESS, FINANCE Pub Date : 2024-08-13 DOI: 10.1108/ijmf-07-2023-0341
Jinglin Jiang, Weiwei Wang

Purpose

This study investigates the influence of nonfinancial 8-K disclosures released during the earnings announcement window on the abnormal trading activities of individual investors.

Design/methodology/approach

We employ regression analysis in this empirical study to examine the impact of nonfinancial 8-K filings on individual investors' abnormal trading activities.

Findings

Our results reveal that individual investors exhibit higher levels of abnormal trading activities when firms release nonfinancial 8-Ks during the (0,1) window of earnings announcements. This effect is observed for both buyer-initiated and seller-initiated transactions and is particularly pronounced for firms reporting an operating loss. Negative sentiment in 8-Ks significantly intensifies such effect. Additionally, we find that buy-sell consensus increases significantly with concurrent nonfinancial 8-Ks. This suggests that 8-Ks may reduce information noise, leading individuals to trade with greater conviction.

Originality/value

Our study examines the joint influence of nonfinancial 8-Ks and earnings announcements on individual investors' trading activities, thereby providing a novel perspective on the mechanisms through which 8-K filings affect individual investors' trading behaviors.

本研究探讨了在盈利公告窗口期发布的非财务 8-K 披露信息对个人投资者异常交易活动的影响。研究结果我们的研究结果显示,当公司在盈利公告窗口期(0,1)发布非财务 8-K 文件时,个人投资者的异常交易活动水平较高。买方发起的交易和卖方发起的交易都存在这种效应,尤其是报告经营亏损的公司。8-K 中的负面情绪会明显加剧这种效应。此外,我们还发现,买方与卖方的共识会随着同时发布非财务类 8-Ks 而显著增加。我们的研究探讨了非财务 8-K 和盈利公告对个人投资者交易活动的共同影响,从而为 8-K 文件影响个人投资者交易行为的机制提供了一个新的视角。
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引用次数: 0
Corporate governance and capital structure dynamics: evidence from an emerging market 公司治理与资本结构动态:来自新兴市场的证据
IF 1.8 Q2 BUSINESS, FINANCE Pub Date : 2024-07-23 DOI: 10.1108/ijmf-03-2023-0167
Muhammad Farooq, Muhammad Imran Khan, Qadri Aljabri, Muhammad Tahir Khan
PurposeThis study aims to examine the impact of corporate governance on the speed of adjustment (SOA) of capital structure in a developing market, Pakistan.Design/methodology/approachThe study's sample includes 173 non-financial enterprises that were listed on the Pakistan Stock Exchange (PSX) between 2011 and 2020. The capital structure of the sample companies is determined by the ratio of total debt to total debt plus the market value of equity. Corporate governance is measured by board size, independence, CEO duality, management ownership, blockholders ownership and institutional ownership. A two-step difference GMM model was used to achieve the study's objectives.FindingsThrough applying the reduced form model approach, we discovered that corporate governance variables have a considerable negative impact on the speed of targeted leverage adjustment in sample firms. Additionally, to check the robustness of results, the two-stage technique used to examine this corporate governance-SOA relationship. Furthermore, we discovered that smaller enterprises modify their capital structure more than larger firms. Furthermore, corporations prioritize short-term debt adjustment above long-term debt adjustment.Practical implicationsThe study's findings provide further information to company managers and investors on the relationship between corporate governance quality and the pace of adjustment towards targeted leverage across Pakistani enterprises. Furthermore, this study adds new information from growing countries such as Pakistan to the existing literature, which can help regulatory authorities and policymakers improve the quality of corporate governance. It is commonly known that improving the quality of corporate governance practices improves the firm's capital structure, which benefits all stakeholders.Originality/valueIn the context of developing economies, the academic literature lacks research that examine the impact of corporate governance on dynamic capital structure decisions. This study intends to fill this gap.
本研究旨在探讨公司治理对巴基斯坦这一发展中市场资本结构调整速度(SOA)的影响。研究样本包括 2011 年至 2020 年期间在巴基斯坦证券交易所(PSX)上市的 173 家非金融企业。样本公司的资本结构由总债务与总债务加股权市值的比率决定。公司治理由董事会规模、独立性、首席执行官双重性、管理层所有权、大股东所有权和机构所有权来衡量。研究结果通过应用简化模型方法,我们发现公司治理变量对样本公司的目标杠杆调整速度有相当大的负面影响。此外,为了检验结果的稳健性,我们采用了两阶段技术来检验公司治理与目标杠杆调整之间的关系。此外,我们还发现,规模较小的企业比规模较大的企业更倾向于调整资本结构。研究结果为公司管理者和投资者提供了关于公司治理质量与巴基斯坦企业向目标杠杆调整速度之间关系的更多信息。此外,本研究还为现有文献增添了来自巴基斯坦等成长型国家的新信息,有助于监管机构和政策制定者提高公司治理质量。众所周知,提高公司治理实践的质量可以改善公司的资本结构,从而使所有利益相关者受益。原创性/价值在发展中经济体的背景下,学术文献缺乏考察公司治理对动态资本结构决策影响的研究。本研究旨在填补这一空白。
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引用次数: 0
How to make ladies take higher risk? Female executives and corporate risk-taking in China: board social capital and marketization 如何让女性承担更高风险?中国女性高管与企业风险承担:董事会社会资本与市场化
IF 1.8 Q2 BUSINESS, FINANCE Pub Date : 2024-07-09 DOI: 10.1108/ijmf-10-2023-0494
Xin Liu, Shengda Cui, Chenxi Du, Eric R. Brisker
PurposeThe purpose of this paper is to examine the relationship between Chinese female executives and corporate risk-taking the contingencies that affect this relationship.Design/methodology/approachA integrated theoretical framework was established, on the basis of which theoretical hypotheses were developed and tested using 20,315 firm-year observations collected from China’s publicly listed companies during the period 2005–2020. Data were collected from China's Shanghai and Shenzhen A-share Stock Exchanges and analyzed using a moderated regression analysis, PSM, 2SLS-IV and PSM-DID model.FindingsThe empirical results indicate a negative effect of the ratio of female executives in top management team on corporate risk-taking, and this negative effect can be weakened by the social capital of board directors and the regional marketization.Research limitations/implicationsThe paper contributes to research on the relationship between female executives and risk-taking by considering the effect of eastern culture on female executives’ business decision-making and examining the moderating factors inside and outside the firm.Practical implicationsThe paper illustrates the active steps that corporations can take to enhance female executives' willingness and capacity to take firm-related risks so as to improve the firm value in the long run.Originality/valueThe paper explores how Chinese culture and Chinese traditional value affect female executives’ decision-making on risky projects or uncertain investments. In addition, our study for the first time examines the moderating effect of board social capital as an internal factor and marketization as an external one on the relationship between Chinese female executives and corporate risk taking. The research examines the gender inequality in the work and competitive environment facing female executives in the areas of different marketization level, which would affect female executives’ cognition and motivation in corporate risk taking.
本文旨在研究中国女性高管与企业风险承担之间的关系,以及影响这种关系的偶然因素。本文建立了一个综合理论框架,在此基础上提出了理论假设,并使用 2005-2020 年期间从中国上市公司收集的 20,315 个公司年观测数据进行了检验。研究结果实证结果表明,高层管理团队中女性高管的比例对企业风险承担有负向影响,而董事会的社会资本和地区市场化会削弱这种负向影响。研究局限/意义本文通过考虑东方文化对女性高管商业决策的影响,并研究企业内外部的调节因素,为女性高管与风险承担关系的研究做出了贡献。原创性/价值本文探讨了中国文化和中国传统价值观如何影响女性高管对风险项目或不确定投资的决策。此外,我们的研究还首次探讨了作为内部因素的董事会社会资本和作为外部因素的市场化对中国女性高管与企业风险承担之间关系的调节作用。本研究探讨了不同市场化水平地区的女性高管在工作和竞争环境中所面临的性别不平等,这将影响女性高管对企业风险承担的认知和动机。
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引用次数: 0
Better things to do or doing nothing at all? – the implications of incomplete share repurchase programs 做得更好还是什么都不做?- 不完整股票回购计划的影响
IF 1.8 Q2 BUSINESS, FINANCE Pub Date : 2024-07-08 DOI: 10.1108/ijmf-12-2023-0612
Julian U. N. Vogel
Purpose Share repurchase programs are the most important form of payout, yet the implications of incomplete share repurchase programs have not been examined in previous literature. This study tests whether incomplete share repurchase programs are seen as a positive or as a negative signal by investors.Design/methodology/approach The perception of incomplete share repurchase programs by algorithmic traders, institutional investors and analysts is analyzed with structural equation models, seemingly unrelated regressions, propensity score matching and buy-and-hold abnormal returns on data from share repurchase programs in the United States. In contrast to previous literature, algorithmic trading is appropriately estimated as a latent variable, leading to more reliable results. Furthermore, decisions about share repurchases and dividends are appropriately modeled simultaneously and iteratively, based on findings from previous literature.Findings The results show that sophisticated investors such as algorithmic traders, institutional investors and financial analysts avoid incomplete share repurchase programs over a long-term investment horizon. Thus, incomplete share repurchase programs are interpreted as negative signals. Additional analyses reveal that share repurchase programs are not completed due to insufficient cash flow, as a result of financial difficulties. Overall, this implies that financial managers should be careful to announce share repurchase programs they know cannot be completed, similar to dividends that cannot be maintained over a long-term horizon.Originality/value This study is the first to consider incomplete share repurchase programs. The findings are of interest to scholars and practitioners, as this study goes beyond narrow repurchase program announcement windows, and instead focuses on the longer-term investment horizon over the life of the share repurchase program, which is often ignored in prior research.
目的 股份回购计划是最重要的支付形式,但以往的文献尚未研究过不完整股份回购计划的影响。本研究通过结构方程模型、看似无关回归、倾向得分匹配和买入并持有异常回报等方法,对算法交易者、机构投资者和分析师对不完全股票回购计划的看法进行了分析。与以往文献不同的是,算法交易被适当地作为一个潜在变量进行了估计,从而得出了更可靠的结果。研究结果表明,算法交易者、机构投资者和金融分析师等成熟投资者在长期投资范围内会避免不完全的股票回购计划。因此,不完整的股票回购计划被解读为负面信号。其他分析表明,由于财务困难,现金流不足导致股票回购计划无法完成。总体而言,这意味着财务经理在宣布明知无法完成的股票回购计划时应谨慎从事,就像股息无法长期维持一样。研究结果对学者和从业人员都很有意义,因为这项研究超越了狭隘的回购计划公告窗口,而是关注股票回购计划生命周期内的长期投资范围,而这在以往的研究中往往被忽视。
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引用次数: 0
Green credit and bank’s risk-taking: evidence from China 绿色信贷与银行的风险承担:来自中国的证据
IF 1.8 Q2 BUSINESS, FINANCE Pub Date : 2024-07-05 DOI: 10.1108/ijmf-03-2024-0144
Jianbo Song, Wencheng Cao, Yuan George Shan
PurposeThis study uses data from the Chinese banking sector to explore the relationship between green credit and risk-taking in commercial banks. It also examines whether the level of regional green development acts as a moderator regarding this relationship.Design/methodology/approachUsing a dataset composed of annual observations from 57 Chinese commercial banks between 2008 and 2021, this study employs both piecewise and curvilinear models.FindingsOur results indicate that when the scale of green credit is low (<0.164), it increases the risk-taking of commercial banks. Conversely, when the scale of green credit is high (>0.164), it reduces the risk-taking of commercial banks. Moreover, this nonlinear relationship impact exhibits bank heterogeneity. Furthermore, the results show that the level of regional green development and local government policy support negatively moderate the relationship between green credit and commercial bank risk-taking. Furthermore, we find that green credit can directly enhance the net interest margin of commercial banks.Originality/valueThis study is the first to provide evidence of a nonlinear relationship between green credit and risk-taking in commercial banks, and it identifies the significant roles of regional green development level and local government policy support in the Chinese context.
目的 本研究利用中国银行业的数据,探讨绿色信贷与商业银行风险承担之间的关系,并研究地区绿色发展水平是否对这一关系起到调节作用。结果我们的研究结果表明,当绿色信贷规模较低(0.164)时,会降低商业银行的风险承担。此外,这种非线性关系的影响表现出银行的异质性。此外,研究结果表明,地区绿色发展水平和地方政府政策支持对绿色信贷与商业银行风险承担之间的关系具有负向调节作用。原创性/价值 本研究首次提供了商业银行绿色信贷与风险承担之间存在非线性关系的证据,并明确了地区绿色发展水平和地方政府政策支持在中国背景下的重要作用。
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引用次数: 0
Trust and SME short-term financial policy. European evidence 信任与中小企业短期金融政策。欧洲证据
IF 1.7 Q2 BUSINESS, FINANCE Pub Date : 2024-07-05 DOI: 10.1108/ijmf-12-2022-0557
Paulo M. Gama, Elsa Pedroso

Purpose

Does societal trust influence short-term financial management? Recent papers uncover the importance of societal trust for financial management in specific countries and large firms. Our paper aims to provide a comprehensive analysis of the impact of societal trust on short-term financial policies of SMEs, namely working capital management and cash holdings.

Design/methodology/approach

We rely on a sample of 14,711 privately owned medium-sized manufacturing firms from 26 European countries with a sample period between 2014 and 2020. For estimation, we use pooled OLS and hierarchical linear models and control for several firm-specific and country-specific known determinants of short-term financial management. Moreover, our results are robust to the specific measurement of trust, financial constraints, and corruption.

Findings

We show a positive relationship between trust and working capital requirements investment and a negative relationship between trust and the level of cash holdings. Moreover, we show that trust attenuates the negative impact of being a financially constrained firm and the positive impact of national perceptions of corruption. Finally, in higher trustworthy environments, firms operate with relatively higher inventories and relatively lower trade credit granted and obtained.

Research limitations/implications

Results suggest that policies supporting societal trust may also foster business development and that when dealing with clients or suppliers from different trustworthy environments, firms may have to adapt their business models to incorporate trust differences between business environments.

Originality/value

Firstly, the comprehensive analysis of the impact of trust on working capital management and cash holdings while controlling for different firm-level and country-level known determinants of short-term financial management. Secondly, it addresses a European sample of unquoted, medium-sized firms. Thirdly, it studies the combined effect of trust and financial constraints and trust and corruption.

目的 社会信任会影响短期财务管理吗?最近的论文揭示了社会信任对特定国家和大型企业财务管理的重要性。我们的论文旨在全面分析社会信任对中小企业短期财务政策(即营运资本管理和现金持有)的影响。设计/方法/途径我们以欧洲 26 个国家的 14711 家私有中型制造企业为样本,样本期为 2014 年至 2020 年。在估计过程中,我们使用了集合 OLS 和分层线性模型,并对短期财务管理的几个特定公司和特定国家的已知决定因素进行了控制。此外,我们的结果对信任、财务约束和腐败的具体测量是稳健的。研究结果我们发现,信任与营运资本需求投资之间存在正相关关系,而信任与现金持有水平之间存在负相关关系。此外,我们还发现,信任会削弱财务受限企业的负面影响,以及国民对腐败看法的正面影响。最后,在信任度较高的环境中,企业的库存相对较高,获得的贸易信贷相对较低。研究局限性/意义研究结果表明,支持社会信任的政策也可以促进企业发展,当与来自不同信任度环境的客户或供应商打交道时,企业可能必须调整其商业模式,以适应不同商业环境之间的信任差异。第二,研究对象是欧洲未上市的中型企业。第三,它研究了信任与财务约束以及信任与腐败的综合影响。
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引用次数: 0
Managerial sentiment, life cycle and corporate investment: a large language model approach 管理者情绪、生命周期和企业投资:大语言模型方法
IF 1.7 Q2 BUSINESS, FINANCE Pub Date : 2024-07-02 DOI: 10.1108/ijmf-12-2023-0617
Anamika Rana, Asis Kumar Sahu, Byomakesh Debata

Purpose

This paper investigates the relationship between managerial sentiment and corporate investment in emerging capital markets. Further, we begin with the assertion that the positive impact of managerial sentiment on corporate investment varies according to the corporate life cycle. Lastly, we investigate whether the relationship between managerial sentiment and corporate investment can be moderated by factors like (1) economic policy uncertainty/geo-political risk, (2) size of the firm, (3) financial constraint, (4) industrial competition, and (5) Environmental Social and Governance (ESG) rating.

Design/methodology/approach

This study has considered Indian listed companies (465 firms) for the period spanning from 2003–2004 to 2022–2023. This study constructs the managerial sentiment using a novel large language model-financial bidirectional encoder representation from the Transformers (FinBERT), as well as on management discussion and analysis reports. Then, we employ fixed effect regression to investigate the relationship between managerial sentiment and corporate investment. Additionally, we use propensity score matching, two-stage least squares instrumental variables, and a two-step system generalized method of moments approach for robustness tests.

Findings

The findings show a positive and significant relationship between managerial sentiment and corporate investment. Additionally, our results demonstrate that this relationship is evident only during the growth and maturity phase of the corporate life cycle. Moreover, uncertainty pertaining to the economy and geopolitical issues, firm size, financial health, industry dynamics, and ESG disclosure also play a crucial role in shaping the investment-sentiment relationship.

Originality/value

The study is unique because it determines the relationship between managerial sentiment and corporate investment by using the novel FinBERT model. In addition, we have introduced a corporate life cycle, which is an essential aspect of our study. Additionally, this research was conducted in an emerging market with more information asymmetry and weaker disclosure rules. Thus, other emerging markets can benchmark the outcomes.

本文研究新兴资本市场中管理者情绪与企业投资之间的关系。此外,我们首先断言,管理者情绪对企业投资的积极影响因企业生命周期而异。最后,我们研究了管理者情绪与企业投资之间的关系是否会受到以下因素的调节:(1) 经济政策不确定性/地缘政治风险,(2) 企业规模,(3) 财务约束,(4) 行业竞争,以及 (5) 环境、社会和治理 (ESG) 评级。本研究使用一种新颖的大型语言模型--来自 Transformers(FinBERT)的财务双向编码器表示法--以及管理层讨论和分析报告来构建管理层情绪。然后,我们采用固定效应回归法研究管理者情绪与企业投资之间的关系。此外,我们还使用了倾向得分匹配、两阶段最小二乘法工具变量和两步系统广义矩方法进行稳健性检验。 研究结果研究结果表明,管理者情绪与企业投资之间存在显著的正相关关系。此外,我们的研究结果表明,这种关系仅在企业生命周期的成长期和成熟期明显。此外,经济和地缘政治问题、公司规模、财务健康状况、行业动态和环境、社会和公司治理信息披露等方面的不确定性也对投资情绪关系的形成起到了至关重要的作用。 原创性/价值这项研究非常独特,因为它通过使用新颖的 FinBERT 模型确定了管理情绪与企业投资之间的关系。此外,我们还引入了企业生命周期,这是我们研究的一个重要方面。此外,这项研究是在一个信息不对称程度较高、信息披露规则较弱的新兴市场进行的。因此,其他新兴市场也可以作为研究结果的基准。
{"title":"Managerial sentiment, life cycle and corporate investment: a large language model approach","authors":"Anamika Rana, Asis Kumar Sahu, Byomakesh Debata","doi":"10.1108/ijmf-12-2023-0617","DOIUrl":"https://doi.org/10.1108/ijmf-12-2023-0617","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This paper investigates the relationship between managerial sentiment and corporate investment in emerging capital markets. Further, we begin with the assertion that the positive impact of managerial sentiment on corporate investment varies according to the corporate life cycle. Lastly, we investigate whether the relationship between managerial sentiment and corporate investment can be moderated by factors like (1) economic policy uncertainty/geo-political risk, (2) size of the firm, (3) financial constraint, (4) industrial competition, and (5) Environmental Social and Governance (ESG) rating.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>This study has considered Indian listed companies (465 firms) for the period spanning from 2003–2004 to 2022–2023. This study constructs the managerial sentiment using a novel large language model-financial bidirectional encoder representation from the Transformers (FinBERT), as well as on management discussion and analysis reports. Then, we employ fixed effect regression to investigate the relationship between managerial sentiment and corporate investment. Additionally, we use propensity score matching, two-stage least squares instrumental variables, and a two-step system generalized method of moments approach for robustness tests.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The findings show a positive and significant relationship between managerial sentiment and corporate investment. Additionally, our results demonstrate that this relationship is evident only during the growth and maturity phase of the corporate life cycle. Moreover, uncertainty pertaining to the economy and geopolitical issues, firm size, financial health, industry dynamics, and ESG disclosure also play a crucial role in shaping the investment-sentiment relationship.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>The study is unique because it determines the relationship between managerial sentiment and corporate investment by using the novel FinBERT model. In addition, we have introduced a corporate life cycle, which is an essential aspect of our study. Additionally, this research was conducted in an emerging market with more information asymmetry and weaker disclosure rules. Thus, other emerging markets can benchmark the outcomes.</p><!--/ Abstract__block -->","PeriodicalId":51698,"journal":{"name":"International Journal of Managerial Finance","volume":null,"pages":null},"PeriodicalIF":1.7,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141511625","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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International Journal of Managerial Finance
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