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Career development in management accounting: empirical evidence 管理会计职业发展的实证研究
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2023-03-15 DOI: 10.1108/jaar-03-2022-0062
Johannes Thaller, C. Duller, Birgit Feldbauer-Durstmüller, Bernhard Gärtner
PurposeDue to globalization and digitalization, the world of work is undergoing comprehensive change. These trends are challenging management accounting (MA) and pressuring individuals and organizations to change. The literature postulates a replacement of traditional organizational careers by “new” career models characterized by dynamism and flexibility. However, the state of the art on careers in MA lacks empirical evidence and has disparate research interests.Design/methodology/approachIn this study, the authors investigate the status quo of careers in MA, key influencing factors and assumed change in such careers. To do so, the authors conducted a quantitative empirical study, based primarily on the careers of 83 graduates of a department offering a MA major at a German-speaking university. Nine qualitative empirical interviews supplement the quantitative findings.FindingsThe authors’ findings indicate that while MA careers are changing, the characteristics of the profession are continuing to concur with the traditional organizational understanding of careers. Accumulated professional experience is the key factor to achieving a management position although management accountants tend to become more dynamic in terms of career paths and career understanding. Thus, employment in various functional areas opens new career paths in MA.Research limitations/implicationsThe methodology of analysing quantitative and empirical cross-sectional data and the resulting final sample size is too small to guarantee robust statistical inference. Moreover, further interviews would lead to greater data saturation.Practical implicationsThe study sheds light on the under-researched question of how careers in MA proceed and develop. This could be of interest for practitioners working with management accountants such as personnel consultants.Originality/valueThis study contributes to the field through its comprehensive consideration of careers in MA in this changed context, thus providing new insights for academia and business practice.
目的由于全球化和数字化,工作世界正在发生全面的变化。这些趋势正在挑战管理会计(MA),并迫使个人和组织进行变革。文献假定,以动态性和灵活性为特征的“新”职业模式将取代传统的组织职业。然而,关于文学硕士职业生涯的最新研究缺乏实证证据,研究兴趣也不尽相同。设计/方法论/方法在本研究中,作者调查了MA的职业现状、主要影响因素以及此类职业的假设变化。为此,作者进行了一项定量实证研究,主要基于一所德语大学提供文学硕士专业的83名毕业生的职业生涯。九次定性实证访谈补充了定量调查结果。研究结果作者的研究结果表明,虽然硕士的职业生涯正在发生变化,但该职业的特征仍与传统的组织对职业的理解一致。积累的专业经验是获得管理职位的关键因素,尽管管理会计师在职业道路和职业理解方面往往变得更有活力。因此,在各个职能领域的就业为MA开辟了新的职业道路。研究局限性/含义分析定量和实证横截面数据的方法以及由此产生的最终样本量太小,无法保证可靠的统计推断。此外,进一步的访谈将导致更大的数据饱和。实践意义这项研究揭示了一个研究不足的问题,即马的职业生涯是如何进行和发展的。这可能会引起与人事顾问等管理会计师合作的从业者的兴趣。独创性/价值这项研究通过全面考虑在这种变化的背景下攻读硕士的职业生涯,为该领域做出了贡献,从而为学术界和商业实践提供了新的见解。
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引用次数: 1
Beware of the watchdog! Role communication in job advertisements for management accountants 当心看门狗!管理会计招聘广告中的角色沟通
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2023-03-14 DOI: 10.1108/jaar-07-2022-0188
Robert Rieg, Jan-Hendrik Meier, C. Finckh
PurposeJob advertisements are important means of communicating role expectations for management accountants to the labor market. They provide information about which roles are sought and expected. However, which roles are communicated in job advertisements is unknown so far.Design/methodology/approachWith a text-mining approach on a large sample of 889 job ads, the authors extract information on roles, type of firm and hierarchical position of the management accountant sought.FindingsThe results indicate an apparent mix of different role types with a strong focus on a classic watchdog role. However, the business partner role is more often sought for leadership positions or in family businesses and small- and medium-sized enterprises (SME).Research limitations/implicationsThe main limitation is the lack of an agreed-upon measurement instrument for roles in job offers. The study results imply that corporate practice is not as theory-driven as is postulated and communicated in the management accounting community. This indicates the existence of a research-practice gap and tensions between different actors in the management accounting field.Practical implicationsThe results challenge the current role discussion of professional organizations for management accountants as business partners.Originality/value The authors contribute the first study, which explicitly analyzes the communication of roles in job offers for management accountants. It indicates a discrepancy between scholarly discussion on roles and management accountants' work from an employer's perspective.
招聘广告是向劳动力市场传达管理会计师角色期望的重要手段。它们提供了有关寻求和期望的角色的信息。然而,到目前为止,招聘广告中传达的角色是什么还不得而知。设计/方法论/方法通过对889个招聘广告的大样本进行文本挖掘,作者提取了所需管理会计师的角色、公司类型和层级职位信息。结果表明,不同的角色类型明显混合在一起,重点关注经典的看门狗角色。然而,在领导职位或家族企业和中小型企业(SME)中,更经常寻求商业伙伴的角色。研究局限性/含义主要局限性是缺乏一个商定的衡量工作邀请中角色的工具。研究结果表明,公司实践并不像管理会计界所假设和交流的那样由理论驱动。这表明管理会计领域的不同参与者之间存在着研究与实践的差距和紧张关系。实际含义研究结果挑战了当前专业组织对管理会计师作为商业伙伴的角色讨论。原创性/价值作者贡献了第一项研究,明确分析了管理会计师工作邀请中的角色沟通。这表明,从雇主的角度来看,关于角色的学术讨论与管理会计师的工作之间存在差异。
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引用次数: 1
Disclosure of auditor risk assessments in expanded audit reports 在扩大审计报告中披露审计师风险评估
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2023-03-10 DOI: 10.1108/jaar-07-2022-0181
Karen-Ann M. Dwyer, N. Brennan, Collette E. Kirwan
PurposeThis rich descriptive study examines auditors' client risk assessment (i.e. “key audit matters”/critical audit matters) disclosures in expanded audit reports of 328 Financial Times Stock Exchange (FTSE) 350 companies. The study compares auditor-identified client risks with corporate risk disclosures identified in audit committee reports, in terms of number and type of risks. The research also compares variation in auditor-identified client risks between individual Big 4 audit firms. In addition, the study examines auditor ranking of their client risks disclosed.Design/methodology/approachThe study manually content analyses disclosures in audit reports and audit committee reports of a sample of 328 FTSE-350 companies with 2015 year-ends.FindingsAudit committees identify more risks than auditors (23% more risks). However, auditor-identified client risks and audit-committee-identified risks are similar (80% similar), as are auditor-identified client risks between the individual Big 4 audit firms. Only ten (3%) audit reports rank the importance of auditor-identified client risks.Research limitations/implicationsSample is restricted to one year, one jurisdiction, large-listed companies and companies audited by Big 4 auditors.Practical implicationsThe study provides important insights for regulators, auditors and users of financial statements by identifying influences on disclosure of auditor-identified client risks.Originality/valueThe paper mobilises institutional theory to interpret the findings. The findings suggest that auditor-identified client risks in expanded audit reports may demonstrate mimetic behaviour in terms of similarity with audit-committee-identified risks and similarity between individual Big 4 audit firms. The study provides important insights for regulators, auditors and users of financial statements by identifying influences on disclosure of auditor-identified client risks.
目的:这项丰富的描述性研究考察了328家金融时报证券交易所(FTSE) 350家公司的扩展审计报告中审计师的客户风险评估(即“关键审计事项”/关键审计事项)披露。该研究就风险的数量和类型对审计师确定的客户风险与审计委员会报告中确定的公司风险披露进行了比较。该研究还比较了四大会计师事务所之间审计师识别的客户风险的差异。此外,该研究还考察了审计师对其客户风险披露的排名。设计/方法/方法本研究以328家富时350指数成分股公司为样本,对2015年年底的审计报告和审计委员会报告中的信息披露进行了手工内容分析。审计委员会比审计师识别出更多的风险(多23%的风险)。然而,审计师识别的客户风险和审计委员会识别的风险是相似的(80%相似),四大会计师事务所之间审计师识别的客户风险也是如此。只有10份(3%)审计报告对审计师识别的客户风险的重要性进行了排名。研究限制/启示样本仅限于一年,一个司法管辖区,大型上市公司和由四大会计师事务所审计的公司。实际意义本研究通过确定对审计师识别的客户风险披露的影响,为监管机构、审计师和财务报表使用者提供了重要的见解。原创性/价值本文运用制度理论解释研究结果。研究结果表明,在扩大的审计报告中,审计师识别的客户风险可能与审计委员会识别的风险以及四大会计师事务所之间的相似性方面表现出模仿行为。该研究通过确定对审计师识别的客户风险披露的影响,为监管机构、审计师和财务报表使用者提供了重要见解。
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引用次数: 0
Non-performing loans and bank performance: what role does corporate social responsibility play? A system GMM analysis for European banks 不良贷款与银行绩效:企业社会责任扮演什么角色?欧洲银行的系统GMM分析
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2023-03-10 DOI: 10.1108/jaar-10-2021-0283
Rim Boussaada, A. Hakimi, Majdi Karmani
PurposeThis research investigated whether corporate social responsibility (CSR) can alleviate the negative effect of non-performing loans (NPLs) on bank performance.Design/methodology/approachThe research employed a sample of European banks over the 2008–2017 period. To resolve endogeneity and heterogeneity problems, the system generalized method of moments (SGMM) model was employed.FindingsFirst, bank NPLs were negatively and significantly associated with bank performance as measured by the Q-Tobin ratio and the return on assets (ROA). Second, CSR scores exerted a negative and significant effect on the level of NPLs. Finally, the results indicated that bank performance could benefit from the interactional effect of CSR and NPLs.Research limitations/implicationsThis study fills the gap in the debate over the mediating role of CSR in the NPLs – bank performance interrelation. In addition, our SGMM analysis yielded more robust and efficient results while resolving endogeneity and heterogeneity problems concerning CSR and bank performance or risk in corporate finance.Practical implicationsCSR practices can play an essential mediating role in the NPLs–bank performance relationship. CSR activities in the European context may reduce the level of NPLs and increase bank performance.Originality/valueTo the best of the authors’ knowledge, studies of the implications of CSR activities on the banking sector are very limited. Indeed, this paper shows that CSR mediates the relationship between CSR practices and NPLs. The results suggest that bank performance could benefit from the interactional effect of CSR and NPLs.
目的研究企业社会责任(CSR)是否能缓解不良贷款对银行绩效的负面影响。设计/方法/方法该研究采用了2008-2017年期间的欧洲银行样本。为了解决内生性和异质性问题,采用了系统广义矩量法(SGMM)模型。调查结果首先,银行不良贷款与银行绩效呈负相关,这与Q-Tobin比率和资产回报率(ROA)有关。其次,企业社会责任评分对不良贷款水平有显著的负向影响。最后,研究结果表明,银行绩效可以受益于企业社会责任和不良贷款的相互作用。研究局限性/含义本研究填补了关于企业社会责任在不良贷款-银行绩效相互关系中的中介作用的争论空白。此外,我们的SGMM分析在解决企业社会责任和银行绩效或公司融资风险的内生性和异质性问题的同时,产生了更稳健和有效的结果。实际含义企业社会责任实践可以在不良贷款与银行绩效关系中发挥重要的中介作用。欧洲背景下的企业社会责任活动可能会降低不良贷款水平,提高银行业绩。原创性/价值据作者所知,对企业社会责任活动对银行业影响的研究非常有限。事实上,本文表明,企业社会责任在企业社会责任实践和不良贷款之间起着中介作用。研究结果表明,企业社会责任与不良贷款的交互作用可以使银行绩效受益。
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引用次数: 0
Does corporate environmental performance affect corporate biodiversity reporting decision? The Finnish evidence 企业环境绩效是否影响企业生物多样性报告决策?芬兰的证据
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2023-02-28 DOI: 10.1108/jaar-06-2022-0148
P. Dutta, Anupam Dutta
PurposeThis study aims to examine whether there exists any relationship between corporate biodiversity reporting decision (CBRD) and corporate environmental performance (CEP).Design/methodology/approachThe primary sample contains 442 firm-year observations over a period of 13 years (2008–2020) for 34 listed Finnish companies. Based on both legitimacy theory and voluntary disclosure theory, 2 logit regression models are estimated to test the CBRD–CEP nexus. CBRD is a dichotomous variable. Three proxies for CEP, namely propensity to emit greenhouse gas (GHG), propensity to consume water and propensity to generate waste are employed.FindingsThis study finds that firms having higher propensity to consume water and generate waste are inclined to release biodiversity-related information. The findings support legitimacy theory suggesting that firms with inferior environmental performance may decide on reporting biodiversity information for legitimation purpose.Research limitations/implicationsThe study uses Finnish data and hence, the results may lack in generalizability to other national contexts.Practical implicationsThe results of this study should be valuable to policy makers for formulating mandatory biodiversity reporting standards to ensure disclosure of standard, extensive and authentic biodiversity-related information by companies. The results should also be valuable to corporate managers and eco-friendly investors.Originality/valueCorporate biodiversity reporting (CBR) is an under-researched area of environmental accounting literature. Using the Finnish context, this paper extends the existing literature by investigating whether any association exists between CBRD and CEP, which has not been examined before.
目的探讨企业生物多样性报告决策(CBRD)与企业环境绩效(CEP)之间是否存在关系。设计/方法/方法主要样本包含34家芬兰上市公司在13年(2008-2020年)期间的442家公司年度观察结果。基于合法性理论和自愿披露理论,估计了2个logistic回归模型来检验CBRD-CEP关系。CBRD是一个二分变量。采用了温室气体排放倾向、水消耗倾向和废物产生倾向这三个指标来衡量CEP。本研究发现,耗水和产生废物倾向较高的企业倾向于发布与生物多样性相关的信息。研究结果支持合法性理论,表明环境绩效较差的企业可能出于合法性目的而决定报告生物多样性信息。研究局限性/意义本研究使用了芬兰的数据,因此,研究结果可能缺乏对其他国家背景的通用性。本研究结果对决策者制定强制性生物多样性报告标准,以确保企业披露标准、广泛和真实的生物多样性相关信息具有参考价值。研究结果对企业管理者和环保投资者也应该是有价值的。企业生物多样性报告(CBR)是环境会计文献中一个研究不足的领域。利用芬兰的背景,本文通过调查CBRD和CEP之间是否存在任何关联来扩展现有文献,这在以前没有被研究过。
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引用次数: 0
The institutionalisation of social and environmental accounting practices in Europe 欧洲社会和环境会计实践的制度化
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2023-02-28 DOI: 10.1108/jaar-07-2022-0190
S. Pizzi, Salvatore Principale, Roberta Fasiello, F. Imperiale
PurposeIn the last few years, the European context has been characterised by a high degree of attention paid by policymakers, practitioners and academics to the effects related to the transposition of Directive 2014/95/EU by the member states. In particular, one the main issues of the intervention made by the European Commission is represented by the theoretical misalignment between corporate communications and actions. According to this evidence, this paper aims to shed light on this debate through a critical evaluation of the effectiveness of Directive 2014/95/EU.Design/methodology/approachThe analysis was built using panel data analysis on a sample of 813 European listed companies. Furthermore, the authors performed additional analysis and robustness checks to assess the reliability of the analysis.FindingsThe analysis underlined the enabling role of the reporting scope, external assurance and corporate social responsibility (CSR) committees on sustainability reporting. Furthermore, the research highlighted the need to pay specific attention to the real contribution provided by companies to the sustainable development goals.Research limitations/implicationsThe research provided theoretical insights into the effects related to mandatory sustainability reporting, which represents an emerging field in accounting research.Practical implicationsThe analysis revealed the limited effects of Directive 2014/95/EU. In this regard, the paper contributes to the debate about accounting regulation in Europe.Originality/valueThis paper will shed light on the role of Directive 2014/95/EU in sustainable development. To the best of the authors’ knowledge, this is the first attempt to analyse CSR decoupling in Europe after the transposition of Directive 2014/95/EU by the member states.
在过去几年中,欧洲环境的特点是政策制定者、从业者和学者高度关注成员国对2014/95/EU指令换位的影响。特别是,欧盟委员会干预的主要问题之一是公司沟通与行动之间的理论偏差。根据这一证据,本文旨在通过对指令2014/95/EU的有效性进行批判性评估来阐明这一争论。设计/方法/方法本分析采用面板数据分析,以813家欧洲上市公司为样本。此外,作者进行了额外的分析和稳健性检查,以评估分析的可靠性。分析结果强调了报告范围、外部保证和企业社会责任委员会对可持续发展报告的促进作用。此外,研究强调需要特别注意公司对可持续发展目标的真正贡献。研究局限/启示强制性可持续发展报告是会计研究中的一个新兴领域,该研究为强制性可持续发展报告的影响提供了理论见解。实际影响分析显示,指令2014/95/EU的影响有限。在这方面,本文有助于讨论会计监管在欧洲。原创性/价值本文将阐明2014/95/EU指令在可持续发展中的作用。据作者所知,这是在2014/95/EU指令被成员国换位之后,第一次尝试分析欧洲的企业社会责任脱钩。
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引用次数: 6
The mediation effect of audit committee quality and internal audit function quality on the firm size–financial reporting quality nexus 审计委员会质量和内部审计职能质量对企业规模-财务报告质量关系的中介作用
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2023-02-27 DOI: 10.1108/jaar-06-2022-0153
Manirul Islam, J. Slof, Khaldoon Albitar
PurposeThis study examines the effects of firm size on financial reporting quality (FRQ) through the mediating effects of audit committee (AC) quality and internal audit function (IAF) quality.Design/methodology/approachBased on data from a questionnaire survey and archival sources of non-financial companies listed on the Dhaka Stock Exchange (DSE), the authors perform both structural equational modeling and ordinary least squares (OLS) regression to test the developed hypotheses.FindingsResults show that the firm size is positively related to IAF quality. Firm size, AC quality and IAF quality are significantly associated with abnormal accruals (FRQ). Moreover, the authors find a mediation effect of the IAF quality on the relationship between firm size and FRQ, while no mediation effect is observed for AC quality. Thus, the study advocates companies focus on AC quality and IAF quality to enhance FRQ as it has a significant impact on corporate disclosure and investor decisions.Research limitations/implicationsFirst, the study is restricted to the survey questions that cover particular areas of the AC and IAF. Second, the sample selection focuses on relatively big industries in terms of the number of firms and excludes small sectors.Practical implicationsThe findings provide significant implications for professionals and policymakers in making regulatory reforms and revising existing policies to improve governance monitoring performance and FRQ.Originality/valueTo the best of the authors’ knowledge, this is the first study to explore the mediation effect of AC quality and IAF quality on firm size–FRQ nexus in a developing country.
目的通过审计委员会(AC)质量和内部审计职能(IAF)质量的中介作用,研究企业规模对财务报告质量的影响。设计/方法/方法基于达卡证券交易所(DSE)上市的非金融公司的问卷调查数据和档案来源,作者进行了结构方程建模和普通最小二乘回归,以检验所开发的假设。结果表明,企业规模与IAF质量呈正相关。公司规模、AC质量和IAF质量与异常应计利润(FRQ)显著相关。此外,作者发现IAF质量对企业规模和FRQ之间的关系有中介作用,而AC质量没有中介作用。因此,该研究主张公司关注AC质量和IAF质量,以提高FRQ,因为它对公司披露和投资者决策有重大影响。研究局限性/含义首先,研究仅限于涵盖AC和IAF特定领域的调查问题。其次,样本选择侧重于企业数量相对较大的行业,而不包括小行业。实际意义研究结果为专业人士和政策制定者进行监管改革和修订现有政策以提高治理监测绩效和FRQ提供了重要意义。原创性/价值据作者所知,这是第一项探索AC质量和IAF质量对发展中国家企业规模-FRQ关系的中介作用的研究。
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引用次数: 1
Groups of politically connected firms, political uncertainty and earnings credibility in Pakistan 有政治关系的公司集团,巴基斯坦的政治不确定性和盈利可信度
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2023-02-13 DOI: 10.1108/jaar-04-2022-0081
Fawad Ahmad, M. Bradbury, Ahsan Habib
PurposeThis paper examines the influence of different types of political connections and political uncertainty on earnings credibility in Pakistan. Based on discernible differences, connected firms are grouped into civil connected and military connected firms.Design/methodology/approachThe authors provide evidence concerning the earnings credibility incentives of groups of political connected firms and report that their incentives are significantly different. The findings remain robust to alternate methods of earnings credibility.FindingsThe findings evidence that civil (military) connected firms report less (more) credible earnings than the control group. High political uncertainty reduces the credibility of earnings. Results for the interaction of political connections and political uncertainty variables are not significant.Research limitations/implicationsThe paper investigates just one aspect of Pakistan's political economy, i.e. credibility of earnings; thus, it requires to be cautious on part of readers and policymakers. To reach a clearer conclusion, earnings credibility should be ex amined in the larger context, i.e. in conjunction with rent extractions, etc. A possible extension of the paper can be to investigate the channels of rent extractions used by the two types of connected firms.Practical implicationsThe paper has contribution for policymakers as well as users of general purpose financial reports. The findings indicate that the users of general purpose financial reports should be more careful in the use of financial information during political uncertain periods and also of politically connected firms. Furthermore, policymakers should keep the larger context at the forefront while attempting to strengthen the enforcemnet regime.Originality/valueThis paper adds to extant political connections literature by identifying two types of politically connected firms and report that both groups have divergent financial reporting incentives. Furthermore, political uncertainty reduces the credibility of earnings.
目的研究不同类型的政治关系和政治不确定性对巴基斯坦收入可信度的影响。根据明显的差异,关联公司分为民事关联公司和军事关联公司。设计/方法论/方法作者提供了关于政治关联企业群体的收益可信度激励的证据,并报告了他们的激励机制存在显著差异。这一发现对于收益可信度的其他方法仍然很有力。调查结果表明,与对照组相比,与民用(军用)相关的公司报告的收益更少(更)可信。高度的政治不确定性降低了收入的可信度。政治联系和政治不确定性变量的相互作用结果并不显著。研究局限性/含义本文只调查了巴基斯坦政治经济的一个方面,即收入的可信度;因此,它要求读者和决策者保持谨慎。为了得出更明确的结论,收益可信度应该在更大的背景下进行审查,即与租金提取等结合起来。本文的一个可能扩展是调查这两种类型的关联公司使用的租金提取渠道。实际意义本文对决策者和通用财务报告的用户都有贡献。研究结果表明,通用财务报告的用户在政治不确定时期使用财务信息时应更加谨慎,也应使用与政治有关联的公司的财务信息。此外,政策制定者在试图加强执法制度的同时,应将更大的背景放在首位。原创性/价值本文通过识别两种类型的政治关联公司,对现有的政治关联文献进行了补充,并报告了这两类公司的财务报告动机不同。此外,政治不确定性降低了收入的可信度。
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引用次数: 1
The applicability of machine learning algorithms in accounts receivables management 机器学习算法在应收账款管理中的适用性
Q1 BUSINESS, FINANCE Pub Date : 2023-02-06 DOI: 10.1108/jaar-05-2022-0116
Marko Kureljusic, Jonas Metz
Purpose The accurate prediction of incoming cash flows enables more effective cash management and allows firms to shape firms' planning based on forward-looking information. Although most firms are aware of the benefits of these forecasts, many still have difficulties identifying and implementing an appropriate prediction model. With the rise of machine learning algorithms, numerous new forecasting techniques have emerged. These new forecasting techniques are theoretically applicable for predicting customer payment behavior but have not yet been adequately investigated. This study aims to close this research gap by examining which machine learning algorithm is the most appropriate for predicting customer payment dates. Design/methodology/approach By using various machine learning algorithms, the authors evaluate whether customer payment behavior patterns can be identified and predicted. The study is based on real-world transaction data from a DAX-40 firm with over 1,000,000 invoices in the dataset, with the data covering the period 2017–2019. Findings The authors' results show that neural networks in particular are suitable for predicting customers' payment dates. Furthermore, the authors demonstrate that contextual and logical prediction models can provide more accurate forecasts than conventional baseline models, such as linear and multivariate regression. Research limitations/implications Future cash flow forecasting studies should incorporate naïve prediction models, as the authors demonstrate that these models can compete with conventional baseline models used in existing machine learning research. However, the authors expect that with more in-depth information about the customer (creditworthiness, accounting structure) the results can be even further improved. Practical implications The knowledge of customers' future payment dates enables firms to change their perspective and move from reactive to proactive cash management. This shift leads to a more targeted dunning process. Originality/value To the best of the authors' knowledge, no study has yet been conducted that interprets the prediction of incoming payments as a daily rolling forecast by comparing naïve forecasts with forecasts based on machine learning and deep learning models.
对现金流量的准确预测使现金管理更加有效,并使企业能够根据前瞻性信息制定企业规划。虽然大多数公司都意识到这些预测的好处,但许多公司仍然难以确定和实施适当的预测模型。随着机器学习算法的兴起,出现了许多新的预测技术。这些新的预测技术在理论上适用于预测客户的支付行为,但尚未得到充分的研究。本研究旨在通过研究哪种机器学习算法最适合预测客户付款日期来缩小这一研究差距。通过使用各种机器学习算法,作者评估是否可以识别和预测客户的支付行为模式。该研究基于DAX-40公司的真实交易数据,数据集中有超过100万张发票,数据涵盖2017-2019年。研究结果表明,神经网络尤其适用于预测客户的付款日期。此外,作者还证明了上下文和逻辑预测模型比传统的基线模型(如线性和多元回归)可以提供更准确的预测。未来的现金流量预测研究应该纳入naïve预测模型,因为作者证明这些模型可以与现有机器学习研究中使用的传统基线模型竞争。然而,作者预计,随着更多关于客户的深入信息(信誉,会计结构),结果可以进一步改善。对客户未来付款日期的了解使公司能够改变他们的观点,从被动的现金管理转变为主动的现金管理。这种转变导致了一个更有针对性的dunning过程。据作者所知,目前还没有研究通过将naïve预测与基于机器学习和深度学习模型的预测进行比较,将收入预测解释为每日滚动预测。
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引用次数: 2
Corporate social responsibility decoupling: a systematic literature review and future research agenda 企业社会责任脱钩:一个系统的文献综述和未来的研究议程
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2023-01-13 DOI: 10.1108/jaar-08-2022-0223
Shabana Talpur, Muhammad Nadeem, Helen Roberts
PurposeThis paper aims to synthesize the corporate social responsibility decoupling (CSRD) literature, CSRD's causes and consequences and discuss other organizational attributes examined by CSRD scholars during 2010 and 2020. The authors provide suggestions for a future research agenda in this domain.Design/methodology/approachThe authors' systematic literature review (SLR) uses the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) framework to extract CSRD studies. The authors filter collected articles against quality and relevancy criteria and finally review 175 published articles.FindingsA theme analysis identifies and structures the many themes related to CSRD. The authors discuss the drivers of CSRD and reveal the consequences companies face after CSRD. The authors also provide a comprehensive CSRD discussion in the context of developed and developing economies. CSR communication is also identified as a tool for decoupling and recoupling.Research limitations/implicationsThe identified themes provide a thorough illustration of CSRD literature for new CSRD scholars. The authors also provide suggestions for future research, such as examining country-level policy-making and implications of CSRD variance and identifying cultural and economic hurdles to achieving core CSR purposes.Practical implicationsPolicymakers and scholars may adopt the approach that CSRD is a misreporting of information similar to accounting fraud. This is particularly relevant given that an increasing number of CSRD scandals indicate that the purpose of bringing change through corporate CSR has not been adopted well by corporations.Originality/valueThe authors' study offers a comprehensive literature review for the period of 2010–2020. The studies identified are structured into meaningful themes which can provide groundwork for future researchers.
目的本文旨在综合企业社会责任脱钩(CSRD)文献、CSRD的原因和后果,并讨论CSRD学者在2010年和2020年研究的其他组织属性。作者为该领域未来的研究议程提供了建议。设计/方法/方法作者的系统文献综述(SLR)使用系统综述和荟萃分析的首选报告项目(PRISMA)框架来提取CSRD研究。作者根据质量和相关性标准过滤收集的文章,并最终审查175篇发表的文章。发现主题分析确定并构建了许多与CSRD相关的主题。作者讨论了CSRD的驱动因素,并揭示了企业在CSRD之后面临的后果。作者还提供了在发达经济体和发展中经济体背景下的全面CSRD讨论。CSR通信也被认为是一种解耦和重新耦合的工具。研究局限性/含义所确定的主题为新的CSRD学者提供了CSRD文献的全面说明。作者还为未来的研究提供了建议,例如审查国家层面的政策制定和企业社会责任差异的影响,以及确定实现企业社会责任核心目标的文化和经济障碍。实际含义政策制定者和学者可能会认为CSRD是一种类似于会计欺诈的信息误报。鉴于越来越多的CSR丑闻表明,通过企业CSR带来变革的目的并没有被企业很好地采用,这一点尤其重要。原创性/价值作者的研究提供了2010-2020年期间的全面文献综述。确定的研究被结构化为有意义的主题,可以为未来的研究人员提供基础。
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引用次数: 1
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Journal of Applied Accounting Research
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