{"title":"Mitigating overinvestment in Japanese zombie firms: the role of foreign ownership and earnings quality","authors":"Takehide Ishiguro, Akihiro Yamada","doi":"10.1108/ara-04-2023-0115","DOIUrl":"https://doi.org/10.1108/ara-04-2023-0115","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This study investigates the relationship between foreign ownership, earnings quality and overinvestment in Japanese zombie firms.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>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.</p><!--/ Abstract__block -->","PeriodicalId":8562,"journal":{"name":"Asian Review of Accounting","volume":"260 1","pages":""},"PeriodicalIF":2.0,"publicationDate":"2024-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139373584","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}
Yamina Chouaibi, Rim Zouari-Hadiji, Sawssen Khlifi
{"title":"The moderating role of CSR in the relationship between earnings management and cost of equity: evidence from European ESG data","authors":"Yamina Chouaibi, Rim Zouari-Hadiji, Sawssen Khlifi","doi":"10.1108/ara-08-2023-0209","DOIUrl":"https://doi.org/10.1108/ara-08-2023-0209","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Practical implications</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>The main contribution lies in examining the relationship between accruals and KE through CSR in the European ESG context.</p><!--/ Abstract__block -->","PeriodicalId":8562,"journal":{"name":"Asian Review of Accounting","volume":"27 1","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-12-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138581050","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}
{"title":"The effects of situational and dispositional factors on audit quality threatening behaviour: exploring the moderating influence of religiosity","authors":"Shilin Liu, Noor Adwa Sulaiman, Suhaily Shahimi","doi":"10.1108/ara-11-2022-0274","DOIUrl":"https://doi.org/10.1108/ara-11-2022-0274","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>A total of 189 external auditors responded to the survey questionnaire. This study employed structural equation modelling via SmartPLS to analyse the proposed model.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Practical implications</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>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.</p><!--/ Abstract__block -->","PeriodicalId":8562,"journal":{"name":"Asian Review of Accounting","volume":"256 1","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138581744","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}
{"title":"A survey study of Iraqi auditors' adoption of blockchain technology","authors":"Rasha H. Majeed, Alaa A.D. Taha","doi":"10.1108/ara-01-2023-0015","DOIUrl":"https://doi.org/10.1108/ara-01-2023-0015","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Research limitations/implications</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Practical implications</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>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.</p><!--/ Abstract__block -->","PeriodicalId":8562,"journal":{"name":"Asian Review of Accounting","volume":"73 5","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138524204","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}
Md. Mamunur Rashid, Dewan Mahboob Hossain, Md. Saiful Alam
{"title":"The external organizational environment and its impact on strategic management accounting practices: an empirical investigation","authors":"Md. Mamunur Rashid, Dewan Mahboob Hossain, Md. Saiful Alam","doi":"10.1108/ara-02-2023-0041","DOIUrl":"https://doi.org/10.1108/ara-02-2023-0041","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This study aims to investigate the impact of organizational external environmental factors on strategic management accounting (SMA) usage in an emerging economy.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>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.</p><!--/ Abstract__block -->","PeriodicalId":8562,"journal":{"name":"Asian Review of Accounting","volume":"48 5","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-11-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138524195","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}
{"title":"Justice, power and voluntary tax compliance: a moderation analysis among taxpayers in Addis Ababa, Ethiopia","authors":"Lemessa Bayissa Gobena","doi":"10.1108/ara-03-2023-0072","DOIUrl":"https://doi.org/10.1108/ara-03-2023-0072","url":null,"abstract":"<h3>Purpose</h3>\u0000<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 -->\u0000<h3>Design/methodology/approach</h3>\u0000<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 -->\u0000<h3>Findings</h3>\u0000<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 -->\u0000<h3>Research limitations/implications</h3>\u0000<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 -->\u0000<h3>Practical implications</h3>\u0000<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 -->\u0000<h3>Social implications</h3>\u0000<p>The study benefits society by enhancing tax ","PeriodicalId":8562,"journal":{"name":"Asian Review of Accounting","volume":"15 3","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138524202","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}
Iman Harymawan, Melinda Cahyaning Ratri, Eka Sari Ayuningtyas
{"title":"Busy CEO and financial statement footnotes readability: evidence from Indonesia","authors":"Iman Harymawan, Melinda Cahyaning Ratri, Eka Sari Ayuningtyas","doi":"10.1108/ara-04-2023-0103","DOIUrl":"https://doi.org/10.1108/ara-04-2023-0103","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This study aims to investigate the correlation between a CEO's business background and the readability of financial statement footnotes in Indonesia.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Research limitations/implications</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Practical implications</h3>\u0000<p>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.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>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.</p><!--/ Abstract__block -->","PeriodicalId":8562,"journal":{"name":"Asian Review of Accounting","volume":"80 1","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138524194","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}
Umar Farooq, Ahmad A. Al-Naimi, M. Arfeen, M. Alnaimat
{"title":"Navigating the capital investment through national governance in BRICS economies: the role of cash holdings","authors":"Umar Farooq, Ahmad A. Al-Naimi, M. Arfeen, M. Alnaimat","doi":"10.1108/ara-02-2023-0043","DOIUrl":"https://doi.org/10.1108/ara-02-2023-0043","url":null,"abstract":"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.","PeriodicalId":8562,"journal":{"name":"Asian Review of Accounting","volume":"231 ","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-11-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139251190","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}
{"title":"Factors that affect the application of integrated report in listed companies in Vietnam","authors":"Anh Thi Kim Vu, Ngoc Thi Bui, Du Thi Tran","doi":"10.1108/ara-03-2023-0073","DOIUrl":"https://doi.org/10.1108/ara-03-2023-0073","url":null,"abstract":"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.","PeriodicalId":8562,"journal":{"name":"Asian Review of Accounting","volume":"53 47","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134992737","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}
{"title":"Renovation in environmental, social and governance (ESG) research: the application of machine learning","authors":"Abby Yaqing Zhang, Joseph H. Zhang","doi":"10.1108/ara-07-2023-0201","DOIUrl":"https://doi.org/10.1108/ara-07-2023-0201","url":null,"abstract":"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.","PeriodicalId":8562,"journal":{"name":"Asian Review of Accounting","volume":"56 19","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135091778","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}