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Mitigating overinvestment in Japanese zombie firms: the role of foreign ownership and earnings quality 缓解日本僵尸企业的过度投资:外资所有权和盈利质量的作用
IF 2 Q2 BUSINESS, FINANCE Pub Date : 2024-01-04 DOI: 10.1108/ara-04-2023-0115
Takehide Ishiguro, Akihiro Yamada

Purpose

This study investigates the relationship between foreign ownership, earnings quality and overinvestment in Japanese zombie firms.

Design/methodology/approach

The study makes use of data from Japanese firms listed on the first section of the Tokyo Stock Exchange from 2009 to 2019. The study employs logistic and multinomial logistic models to test whether the overinvestment behavior of zombie firms is mitigated by foreign shareholdings and earnings quality.

Findings

The results show that (1) zombie firms tend to overinvest; (2) an increase in foreign ownership mitigates the overinvestment of zombie firms and (3) the mitigation of zombie firms' overinvestment by foreign ownership is stronger with higher earnings quality.

Originality/value

This study extends the discussion of earnings quality and investment efficiency to the zombie firm setting. Previous studies in accounting suggest that high earnings quality enhances firms' investment efficiency. The findings suggest that both a change in ownership structure and high-quality accounting information are necessary to mitigate the inefficiency of zombie firms.

目的本研究探讨了日本僵尸企业中外资持股比例、盈利质量与过度投资之间的关系。结果研究结果表明:(1)僵尸企业倾向于过度投资;(2)外资持股比例的增加缓解了僵尸企业的过度投资;(3)盈利质量越高,外资持股比例对僵尸企业过度投资的缓解作用越强。以往的会计研究表明,盈利质量高会提高企业的投资效率。研究结果表明,所有权结构的变化和高质量的会计信息都是缓解僵尸企业低效率的必要条件。
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引用次数: 0
The moderating role of CSR in the relationship between earnings management and cost of equity: evidence from European ESG data 企业社会责任在收益管理与股权成本关系中的调节作用:来自欧洲环境、社会和公司治理数据的证据
IF 2 Q2 BUSINESS, FINANCE Pub Date : 2023-12-15 DOI: 10.1108/ara-08-2023-0209
Yamina Chouaibi, Rim Zouari-Hadiji, Sawssen Khlifi

Purpose

The present work aimed to identify the impact of accrual-based earnings management on the cost of equity (KE) through corporate social responsibility (CSR) as a moderating variable on European Environmental, Social, and Governance (ESG) companies.

Design/methodology/approach

The authors used data from a sample of 366 European firms over the 2012–2022 period. The data were collected from the Thomson Reuters Asset 4 and I/B/E/S database and analyzed using STATA 17 as a statistical software package.

Findings

As expected, the results showed a negative relationship between accruals, CSR and KE. Moreover, they suggest that the moderating variable negatively affects the relationship between accruals and the KE.

Practical implications

The results are pertinent to stakeholders and investors, who would pressure companies to enhance the quality of disclosed information and mitigate risks facing the company.

Originality/value

The main contribution lies in examining the relationship between accruals and KE through CSR in the European ESG context.

目的 本研究旨在通过企业社会责任(CSR)作为欧洲环境、社会和治理(ESG)公司的调节变量,确定应计制收益管理对股权成本(KE)的影响。数据来自汤森路透资产 4 数据库和 I/B/E/S 数据库,并使用 STATA 17 作为统计软件包进行分析。研究结果对利益相关者和投资者具有现实意义,他们会向公司施压,要求公司提高披露信息的质量,降低公司面临的风险。
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引用次数: 0
The effects of situational and dispositional factors on audit quality threatening behaviour: exploring the moderating influence of religiosity 情境因素和性格因素对审计质量威胁行为的影响:探讨宗教信仰的调节作用
IF 2 Q2 BUSINESS, FINANCE Pub Date : 2023-12-14 DOI: 10.1108/ara-11-2022-0274
Shilin Liu, Noor Adwa Sulaiman, Suhaily Shahimi

Purpose

Using attribution theory, this study examined the effects of situational factors [time budget pressure (TBP), organisational ethical culture (OEC) and quality control procedures (QCPs)] and dispositional factors [auditor professional commitment (APC) and internal locus of control (ILOC)] on audit quality threatening behaviour (AQTB). In addition, it observed the moderating role of religiosity in the relationship between situational and dispositional factors and AQTB.

Design/methodology/approach

A total of 189 external auditors responded to the survey questionnaire. This study employed structural equation modelling via SmartPLS to analyse the proposed model.

Findings

The results documented that the OEC and QCPs situational factors were negatively related to the incidence of AQTB, whilst TBP was positively linked to the incidence of AQTB. Dispositional factors APC and ILOC were negatively connected to AQTB. Furthermore, the findings recorded the moderating effect of religiosity on most of the situational and dispositional factors related to AQTB.

Practical implications

Regulators and accounting firms' efforts to promote high audit quality (AQ) may consider the theological/religious lens and reinforce ethical culture and quality control to reduce AQTB.

Originality/value

The findings provide further insights into situational and dispositional factors that may cause or impede the incidence of AQTB in auditing practices, as well as the moderating role of religiosity in curbing AQTB.

目的 本研究采用归因理论,考察了情境因素(时间预算压力(TBP)、组织道德文化(OEC)和质量控制程序(QCPs))和处置因素(审计师职业承诺(APC)和内部控制点(ILOC))对审计质量威胁行为(AQTB)的影响。此外,研究还观察了宗教信仰在情境因素和处置因素与 AQTB 之间关系中的调节作用。研究结果表明,OEC 和 QCPs 情境因素与 AQTB 发生率呈负相关,而 TBP 与 AQTB 发生率呈正相关。处置因素 APC 和 ILOC 与 AQTB 负相关。此外,研究结果表明,宗教信仰对大多数与 AQTB 相关的情境因素和处置因素都有调节作用。实际意义监管机构和会计师事务所在努力提高审计质量(AQ)时,可以考虑从神学/宗教角度出发,加强道德文化和质量控制,以减少 AQTB。原创性/价值研究结果进一步揭示了可能导致或阻碍审计实践中出现 AQTB 的情境因素和性格因素,以及宗教信仰在抑制 AQTB 方面的调节作用。
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引用次数: 0
A survey study of Iraqi auditors' adoption of blockchain technology 一项关于伊拉克审计师采用区块链技术的调查研究
IF 2 Q2 BUSINESS, FINANCE Pub Date : 2023-11-27 DOI: 10.1108/ara-01-2023-0015
Rasha H. Majeed, Alaa A.D. Taha

Purpose

This paper seeks to investigate the factors influencing auditors' behavioural intentions towards blockchain technology (BT) adoption in Iraqi government banks. It also highlights the relationships between these factors to determine if the proposed model can provide a more comprehensive means of comprehending how auditors in government banks have adopted BT.

Design/methodology/approach

The study uses the unified theory of acceptance and use of technology and expands it by incorporating five external constructs: “system trust”, “cost”, “transparency”, “security” and “auditor's skill.” This study employed a quantitative and exploratory methodology through the gathering and examination of data from 300 auditors. For the evaluation of the measurement and structural models, the authors adopted the partial least squares structural equation modelling approach with SmartPLS v4.

Findings

The findings demonstrate that “auditor's skill and four government features of BT adoption” are major factors in government bank auditors' adoption of BT. Additionally, the findings indicate that social influence is a potent indicator of one's intention to adopt BT in the banking industry.

Research limitations/implications

One limit of this study is the selection of governmental perspective. This study is limited to auditors' opinions, who work at the government banks. Further studies may consider other perspectives in order to provide an in-depth analysis of blockchain.

Practical implications

This paper offers valuable insights into the factors influencing the adoption of blockchain technology in Iraqi governmental banks. It provides empirical evidence supporting auditing units and internal auditors in enhancing their job performance through the adoption of such technology.

Originality/value

This study contributes to the existing literature on technology adoption within the audit profession, specifically examining the use of blockchain technology. By exploring the features of technology adoption within government institutions in the auditing field, it introduces a new perspective, emphasizing the importance of auditor skills.

本文旨在调查影响伊拉克政府银行采用区块链技术(BT)的审计员行为意向的因素。它还强调了这些因素之间的关系,以确定所提出的模型是否可以提供一种更全面的方法来理解政府银行的审计师如何采用bt设计/方法/方法。该研究使用了技术接受和使用的统一理论,并通过纳入五个外部结构来扩展它:“系统信任”,“成本”,“透明度”,“安全性”和“审计师的技能”。本研究通过收集和检查300名审计师的数据,采用了定量和探索性的方法。对于测量和结构模型的评估,作者采用了偏最小二乘结构方程建模方法与SmartPLS v4。研究结果表明,“审计师的技能和BT采用的四个政府特征”是政府银行审计师采用BT的主要因素。此外,研究结果表明,社会影响是银行业一个人采用BT的意愿的有力指标。研究局限/启示本研究的一个局限是政府视角的选择。本研究仅限于在国有银行工作的审计人员的意见。进一步的研究可能会考虑其他角度,以提供对区块链的深入分析。本文对影响伊拉克政府银行采用区块链技术的因素提供了有价值的见解。它提供了经验证据,支持审计单位和内部审计师通过采用这种技术来提高他们的工作绩效。原创性/价值本研究对审计行业内技术采用的现有文献做出了贡献,特别是研究了区块链技术的使用。通过探讨审计领域政府机构技术采用的特点,引入了一个新的视角,强调了审计技能的重要性。
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引用次数: 0
The external organizational environment and its impact on strategic management accounting practices: an empirical investigation 外部组织环境及其对战略管理会计实务的影响:一项实证调查
IF 2 Q2 BUSINESS, FINANCE Pub Date : 2023-11-24 DOI: 10.1108/ara-02-2023-0041
Md. Mamunur Rashid, Dewan Mahboob Hossain, Md. Saiful Alam

Purpose

This study aims to investigate the impact of organizational external environmental factors on strategic management accounting (SMA) usage in an emerging economy.

Design/methodology/approach

The study collected data from 79 public limited companies listed with the Dhaka Stock Exchange (Bangladesh) through a questionnaire survey. Multiple regression analysis is employed to test the impact of external environmental variables such as perceived environmental uncertainty and intensity of competition on SMA usage.

Findings

The study finds a significant positive impact of environmental uncertainty (fluctuation in the external environmental factors) and intensity of competition (domination by few companies) on SMA usage. However, the direction and magnitude of this impact vary considerably for specific groups of SMA practices such as costing, competitor accounting, customer accounting and planning and performance measurement techniques.

Originality/value

This study shows the impact of several facets of environmental uncertainty (i.e. unpredictability, fluctuation, ambiguity, lack of information and uncertainty of the outcome of decision) and intensity of competition (i.e. stressfulness and domination) in the empirical-based SMA research.

本研究旨在探讨组织外部环境因素对新兴经济体战略管理会计(SMA)使用的影响。设计/方法/方法本研究通过问卷调查收集了在达卡证券交易所(孟加拉国)上市的79家公共有限公司的数据。采用多元回归分析检验感知环境不确定性和竞争强度等外部环境变量对SMA使用的影响。研究发现,环境不确定性(外部环境因素的波动)和竞争强度(少数公司主导)对SMA使用有显著的积极影响。然而,这种影响的方向和程度在SMA实践的特定群体中差异很大,例如成本核算、竞争对手核算、客户核算以及计划和绩效测量技术。原创性/价值本研究显示了在基于经验的SMA研究中,环境不确定性(即不可预测性、波动性、模糊性、信息缺乏和决策结果的不确定性)和竞争强度(即压力和支配)的几个方面的影响。
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引用次数: 0
Justice, power and voluntary tax compliance: a moderation analysis among taxpayers in Addis Ababa, Ethiopia 正义、权力与自愿纳税:埃塞俄比亚亚的斯亚贝巴纳税人的适度分析
IF 2 Q2 BUSINESS, FINANCE Pub Date : 2023-11-23 DOI: 10.1108/ara-03-2023-0072
Lemessa Bayissa Gobena
<h3>Purpose</h3><p>The aim of this study was to examine the moderating roles of the legitimate power and distributive justice of the tax authority on the effect of procedural justice on the voluntary tax compliance of taxpayers in Addis Ababa, the capital of Ethiopia, by using survey data collected from taxpayers in the city.</p><!--/ Abstract__block --><h3>Design/methodology/approach</h3><p>Data for the study were collected from 800 sample taxpayers who were drawn by using a systematic sampling technique. The variables of the study were constructed as indices from composing the scale items developed and tested for their validity by prior researchers. Having collected the data by using a 7-point Likert scale questionnaire and forming the latent variables, hierarchical multiple regressions were applied to determine the moderating effects of the two variables (i.e. legitimate power and distributive justice) on the effect of procedural justice on voluntary tax compliance.</p><!--/ Abstract__block --><h3>Findings</h3><p>The author found that both the legitimate power of the tax authority and distributive justice of the authority moderate the effect of procedural justice on voluntary tax compliance. The moderating roles of the two variables appear to be opposite in that low (but not high) distributive justice and high (but not low) legitimate power of the tax authority stimulate the effect of procedural justice on voluntary tax compliance.</p><!--/ Abstract__block --><h3>Research limitations/implications</h3><p>The first limitation is that the data used in this study are self-reported data while the subject of the study is sensitive subject about which respondents are not believed to provide genuine responses. This is presumably because taxpayers are less likely to confess their tax evasion as they fear legal actions following their self-report. Hence, other controlled methods such as the experimental design are recommended to replicate the results of this study. The second limitation is that data for the study were gathered through a one-time cross-sectional survey and hence it would not warrant a causal claim between the study variables. Consequently, other research with a longitudinal or experimental design might warrant a causal relationship between the variables.</p><!--/ Abstract__block --><h3>Practical implications</h3><p>Therefore, the tax authorities must endeavor to attain high legitimacy by doing “the right things” as perceived by the taxpayers so that their tax-related decisions gain acceptance from the decision recipients. Tax policy makers as well ought to consider the importance of and the relationship between procedural justice, distributive justice and legitimate power of the tax authority in order to attain the maximum possible voluntary compliance of taxpayers that significantly reduces the administrative cost of taxes.</p><!--/ Abstract__block --><h3>Social implications</h3><p>The study benefits society by enhancing tax
本研究的目的是通过对埃塞俄比亚首都亚的斯亚贝巴纳税人的调查数据,研究税务机关的合法权力和分配正义对程序正义对纳税人自愿纳税的影响的调节作用。设计/方法/方法本研究的数据是从800名纳税人中收集的,这些纳税人是通过系统抽样技术抽取的。本研究的变量是由先前研究人员开发并检验其有效性的量表项目组成的指数。采用7点李克特问卷收集数据,形成潜在变量,运用层次多元回归确定合法权力和分配正义两个变量对程序正义对自愿纳税行为影响的调节作用。研究发现,税务机关的合法权力和分配正义都调节了程序正义对自愿纳税的影响。这两个变量的调节作用是相反的,低(但不高)分配正义和高(但不低)税务机关合法权力刺激了程序正义对自愿纳税的影响。研究局限性/启示第一个局限性是本研究中使用的数据是自我报告的数据,而研究的主题是敏感的主题,受访者不相信提供真实的反应。据推测,这是因为纳税人担心在申报后受到法律制裁,因此不太愿意承认自己的逃税行为。因此,建议采用其他控制方法,如实验设计来重复本研究的结果。第二个限制是该研究的数据是通过一次性横断面调查收集的,因此它不能保证研究变量之间的因果关系。因此,其他具有纵向或实验设计的研究可能会保证变量之间的因果关系。因此,税务机关必须努力通过做纳税人认为“正确的事情”来获得高度的合法性,以便他们的税务决策获得决策接受者的接受。税收政策制定者也应该考虑到程序公正、分配公正和税务机关合法权力的重要性及其关系,以使纳税人尽可能地自愿遵守,从而大大降低税收的行政成本。社会意义本研究通过提高税收合规性,从而帮助政府获得更多的税收收入,提供更好的公共产品和服务,从而造福社会。本研究结果具有较高的理论和政策意义。从理论上讲,这些发现有助于对自愿纳税决策负责的经济威慑和社会心理因素的综合文献。这两个变量在单一模型和税收合规情境下对程序正义与自愿合作关系的平行调节作用是新颖的。就政策制定的适用性而言,它们阐明了从单纯关注积极的税务审计和处罚(特别是在新兴经济体)转向将税务审计与培养纳税人对税务机关决定的自愿服从相结合的必要性。然而,必须注意的是,这项研究的结果可能不适用于其他国家的税收环境。
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引用次数: 0
Busy CEO and financial statement footnotes readability: evidence from Indonesia 忙碌的CEO和财务报表脚注的可读性:来自印度尼西亚的证据
IF 2 Q2 BUSINESS, FINANCE Pub Date : 2023-11-23 DOI: 10.1108/ara-04-2023-0103
Iman Harymawan, Melinda Cahyaning Ratri, Eka Sari Ayuningtyas

Purpose

This study aims to investigate the correlation between a CEO's business background and the readability of financial statement footnotes in Indonesia.

Design/methodology/approach

This study utilizes a sample period spanning from 2010 to 2018 and employs various statistical tests, including Propensity Score Matching (PSM), Coarsened Exact Matching (CEM) and the Heckman Model, to demonstrate that it can address issues of causality and endogeneity without introducing bias.

Findings

As a result, the findings of this study indicate a statistically significant negative relationship between CEOs with busy schedules and the readability of financial statement footnotes. This suggests that companies led by busy CEOs are more likely to have financial statement footnotes that are easier to read.

Research limitations/implications

These findings hold significance for clarifying research related to the challenges of contextual analysis in financial statement footnotes, which are distributed by companies on a sentence-by-sentence basis.

Practical implications

The practical implications of the findings pertain to actionable steps that management can undertake and also offer regulators opportunities to monitor the potential for standard setting.

Originality/value

Based on the results presented, the authors are optimistic that the findings will pave the way for broader research on the impact of a busy CEO, encompassing not only financial aspects but also non-financial dimensions. The growing popularity of readability is driven by the proliferation of textual reports that pose challenges in analysis and raise numerous inquiries.

本研究旨在探讨印尼CEO的商业背景与财务报表脚注可读性之间的相关性。本研究采用了2010年至2018年的样本期,并采用了各种统计测试,包括倾向得分匹配(PSM)、粗化精确匹配(CEM)和Heckman模型,以证明它可以在不引入偏差的情况下解决因果关系和内生性问题。因此,本研究的结果表明,繁忙的ceo与财务报表脚注的可读性之间存在统计学上显著的负相关关系。这表明,由忙碌的首席执行官领导的公司更有可能有更容易阅读的财务报表脚注。研究局限/启示这些发现对于澄清与财务报表脚注中上下文分析的挑战相关的研究具有重要意义,这些脚注是由公司逐句分发的。实际意义研究结果的实际意义涉及管理层可以采取的可操作步骤,并为监管机构提供监督标准制定潜力的机会。原创性/价值基于所呈现的结果,作者乐观地认为,这些发现将为更广泛地研究忙碌的首席执行官的影响铺平道路,不仅包括财务方面,还包括非财务方面。可读性的日益普及是由文本报告的激增所驱动的,这些文本报告给分析带来了挑战,并提出了许多问题。
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引用次数: 0
Navigating the capital investment through national governance in BRICS economies: the role of cash holdings 通过金砖国家经济体的国家治理引导资本投资:现金持有量的作用
IF 2 Q2 BUSINESS, FINANCE Pub Date : 2023-11-21 DOI: 10.1108/ara-02-2023-0043
Umar Farooq, Ahmad A. Al-Naimi, M. Arfeen, M. Alnaimat
PurposeThe current analysis aims to explore the role of cash holdings in the nexus of national governance and capital investment (CIN).Design/methodology/approachTo achieve this aim, the authors sample the nonfinancial enterprises from 5 Brazil, Russia, India, China, South Africa (BRICS) economies and employ system generalized method of moments(GMM) models as an estimation technique.FindingsThe empirical analysis infers that national governance has a positive relationship with CIN and a negative relationship with cash holdings. The cash holdings negatively determine CIN. However, the cash holdings show a positive relationship with CIN in the presence of the national governance index (NGI).Research limitations/implicationsThe important policy layout of the current analysis is that corporate managers should reduce cash holdings during better governance situations. Alternatively, corporate managers can disentangle the negative impact of bad country governance conditions on CIN by holding more cash.Originality/valueThe study is innovative as it explores mediating impact of cash holdings in the NGI-CIN nexus.
为实现这一目标,作者对巴西、俄罗斯、印度、中国、南非(金砖五国)5 个经济体的非金融企业进行了抽样调查,并采用系统广义矩方法(GMM)模型作为估计技术。现金持有量对 CIN 具有负向决定作用。研究局限/启示当前分析的重要政策布局是,在治理情况较好的情况下,企业管理者应减少现金持有量。或者,企业管理者可以通过持有更多现金来消除不良国家治理条件对 CIN 的负面影响。原创性/价值本研究具有创新性,因为它探讨了现金持有在 NGI-CIN 关系中的中介影响。
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引用次数: 0
Factors that affect the application of integrated report in listed companies in Vietnam 影响越南上市公司综合报告应用的因素
Q2 BUSINESS, FINANCE Pub Date : 2023-11-13 DOI: 10.1108/ara-03-2023-0073
Anh Thi Kim Vu, Ngoc Thi Bui, Du Thi Tran
Purpose This study aims to apply the theory of planned behavior, the theory of stakeholders, the theory of technology acceptance to evaluate the factors that affect the application of integrated reporting in Vietnamese listed companies. Design/methodology/approach Quantitative research method was used through survey questionnaire. Research data is collected from 144 directors, accountants, administrators of companies listed on Vietnam stock market in the period 2020–2022. Multivariable regression analysis is performed with three independent variables: usefulness, ease of use and environmental influence. Dependent variable is intended to apply integrated report. Findings Research results show that all independent variables have a positive impact on the dependent variable. In particular, the environment influence variable has the largest impact (0.443), followed by the level of impact of Usefulness” variable and “Ease of use” variable are 0.243 and 0.241, respectively. The regression model manages to explain 52.8% of the impact of the factors on the application of integrated reports. An analysis of the differences between groups of enterprises by staff size and capital size is carried out, the results hereof show that large enterprises tend to apply more integrated reporting. From the research results, the authors propose recommendations to promote the application of integrated reporting in Vietnamese enterprises to gradually improve the quality of information disclosure, attract investment and accelerate international economic integration. Originality/value The study evaluates the current situation of integrated reporting of Vietnamese companies to understand the factors affecting the use of integrated reporting, from which to propose recommendations to promote the application of integrated reporting in Vietnamese enterprises to gradually improve the quality of information disclosure, attract investment and accelerate international economic integration.
本研究旨在运用计划行为理论、利益相关者理论、技术接受理论对越南上市公司采用综合报告的影响因素进行评价。设计/方法/方法采用定量研究方法,通过问卷调查。研究数据收集了144名董事,会计师,管理人员在2020年至2022年期间在越南股票市场上市的公司。多变量回归分析进行了三个自变量:有用性,易用性和环境影响。因变量拟应用综合报告。研究结果表明,自变量对因变量均有正向影响。其中,环境影响变量的影响最大(0.443),其次是“有用性”变量和“易用性”变量的影响程度分别为0.243和0.241。回归模型能够解释52.8%的因素对综合报告应用的影响。通过对企业集团之间人员规模和资金规模的差异进行分析,结果表明,大型企业倾向于采用更多的综合报告。根据研究结果,笔者提出了促进越南企业综合报告应用的建议,以逐步提高信息披露质量,吸引投资,加快国际经济一体化。本研究通过对越南企业综合报告的现状进行评价,了解影响综合报告使用的因素,进而提出促进越南企业综合报告应用的建议,以逐步提高信息披露质量,吸引投资,加速国际经济一体化。
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引用次数: 0
Renovation in environmental, social and governance (ESG) research: the application of machine learning 环境、社会和治理(ESG)研究的革新:机器学习的应用
Q2 BUSINESS, FINANCE Pub Date : 2023-11-10 DOI: 10.1108/ara-07-2023-0201
Abby Yaqing Zhang, Joseph H. Zhang
Purpose Environmental, social and governance (ESG) factors have become increasingly important in investment decisions, leading to a surge in ESG investing and the rise of sustainable investment assets. Nevertheless, challenges in ESG disclosure, such as quantifying unstructured data, lack of guidelines and comparability, rampantly exist. ESG rating agencies play a crucial role in assessing corporate ESG performance, but concerns over their credibility and reliability persist. To address these issues, researchers are increasingly utilizing machine learning (ML) tools to enhance ESG reporting and evaluation. By leveraging ML, accounting practitioners and researchers gain deeper insights into the relationship between ESG practices and financial performance, offering a more data-driven understanding of ESG impacts on business communities. Design/methodology/approach The authors review the current research on ESG disclosure and ESG performance disagreement, followed by the review of current ESG research with ML tools in three areas: connecting ML with ESG disclosures, integrating ML with ESG rating disagreement and employing ML with ESG in other settings. By comparing different research's ML applications in ESG research, the authors conclude the positive and negative sides of those research studies. Findings The practice of ESG reporting and assurance is on the rise, but still in its technical infancy. ML methods offer advantages over traditional approaches in accounting, efficiently handling large, unstructured data and capturing complex patterns, contributing to their superiority. ML methods excel in prediction accuracy, making them ideal for tasks like fraud detection and financial forecasting. Their adaptability and feature interaction capabilities make them well-suited for addressing diverse and evolving accounting problems, surpassing traditional methods in accuracy and insight. Originality/value The authors broadly review the accounting research with the ML method in ESG-related issues. By emphasizing the advantages of ML compared to traditional methods, the authors offer suggestions for future research in ML applications in ESG-related fields.
环境、社会和治理(ESG)因素在投资决策中变得越来越重要,导致ESG投资激增和可持续投资资产的兴起。然而,ESG披露的挑战依然存在,如量化非结构化数据、缺乏指导方针和可比性。ESG评级机构在评估企业ESG绩效方面发挥着至关重要的作用,但对其可信度和可靠性的担忧仍然存在。为了解决这些问题,研究人员越来越多地利用机器学习(ML)工具来增强ESG报告和评估。通过利用机器学习,会计从业人员和研究人员可以更深入地了解ESG实践与财务绩效之间的关系,从而更深入地了解ESG对商业社区的影响。作者回顾了目前关于ESG披露和ESG绩效分歧的研究,然后在三个方面回顾了当前使用ML工具的ESG研究:将ML与ESG披露联系起来,将ML与ESG评级分歧整合起来,以及在其他环境中使用ML与ESG。通过比较不同研究的机器学习在ESG研究中的应用,作者总结了这些研究的积极和消极方面。ESG报告和鉴证的实践正在兴起,但在技术上仍处于起步阶段。机器学习方法在会计方面比传统方法具有优势,可以有效地处理大型非结构化数据并捕获复杂模式,这有助于其优势。机器学习方法在预测准确性方面表现出色,使其成为欺诈检测和财务预测等任务的理想选择。它们的适应性和功能交互能力使它们非常适合解决多样化和不断发展的会计问题,在准确性和洞察力方面超越传统方法。原创性/价值本文综述了用ML方法在esg相关问题上的会计研究。通过强调机器学习相对于传统方法的优势,作者对机器学习在esg相关领域应用的未来研究提出了建议。
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Asian Review of Accounting
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