Combining data and text mining techniques for analysing financial reports

There is a vast amount of financial information on companies' financial performance available to investors in electronic form today. While automatic analysis of financial figures is common, it has been difficult to extract meaning from the textual parts of financial reports automatically. The textual part of an annual report contains richer information than the financial ratios. In this paper, we combine data and text mining methods for analysing quantitative and qualitative data from financial reports, in order to see if the textual part of the report contains some indications about future financial performance. The quantitative analysis has been performed using self‐organizing maps, and the qualitative analysis using prototype‐matching text clustering. The analysis is performed on the quarterly reports of three leading companies in the telecommunications sector. Copyright © 2004 John Wiley & Sons, Ltd.     

BEYOND THE NUMBERS: MINING THE ANNUAL REPORTS FOR HIDDEN CUES INDICATIVE OF FINANCIAL STATEMENT FRAUD

Unlike previous fraud detection research, a vast majority of which has focused primarily on the use of quantitative financial information to predict fraud, in this study we examine qualitative textual content in annual reports to predict fraud and see whether there are discernible differences in the writing and presentation style between companies that committed fraud and those that did not. We believe that while numeric financial information in the annual reports can hide details of fraud, textual information relating to writing and presentation styles in such reports provides valuable clues pertaining to the existence of fraud. In this study we use the chi‐square test to analyse our data and test hypotheses about predictors of fraud that may explain linguistic feature variations in fraudulent and nonfraudulent annual reports. We provide new results on the usefulness of the qualitative content of annual reports in detecting fraud. Copyright © 2012 John Wiley & Sons, Ltd.     

Timeliness of corporate and audit reports: Some empirical evidence in the French context

The issue of timeliness of financial reporting, an important qualitative characteristic of accounting information, has received much attention from regulatory and professional bodies in France in recent years. The increasing presence of international investors, particularly from the US, on the Paris Stock Exchange adds to the importance of this issue. The timeliness of corporate and audit reports in the French context is analyzed by examining the trend in reporting delay of companies, the effect that qualified reports have on the timeliness of corporate reporting, and the relationship between reporting behavior and types of audit reports over a 10-year period. The data are taken from more than 5000 annual reports of French publicly held companies for the years 1986-1995. These bear witness to an improvement in timeliness of corporate and audit reports. This improvement is greater for reports from consolidated accounts of groups than those from annual accounts of companies. There is also evidence that qualified audit opinions were released later than unqualified opinions and that, in general, the more serious the qualification, the greater the delay.     

The quality of Neuer Markt quarterly reports—an empirical investigation

When compared with its prior performance, the year 2001 is not one of the best years for the Neuer Markt. The Neuer Markt's reputation has been marred by the practice of several companies on the exchange that have published misleading information in the form of incomplete annual and quarterly data. In this study, we examine the quality of Neuer Markt quarterly reports by concentrating on the disclosure level of 47 Neuer Markt companies' reports for the third quarter of 1999, 2000, and 2001. To enable making comparisons, we have established four disclosure indexes that measure each report's compliance with the Neuer Markt Rules and Regulations (NM Rules and Regulations) as well as with International Accounting Standards (IAS) and U.S. Generally Accepted Accounting Principles (U.S. GAAP) interim reporting standards. We then attempt to find typical attributes of Neuer Markt enterprises that provide high or low level of disclosure accounting information in their quarterly reports. The results demonstrate that the level of disclosure has increased over time, partly in response to additional enforcement. In this regard, the quarterly reports standardization project of Deutsche Boerse is an important landmark in satisfying investors' information needs.     

我国上市公司盈余管理对股价影响的实证分析

盈余管理在西方被称为“市场参与者的游戏”,近年来日益受到我国会计学界的关注。证券市场的迅速发展要求上市公司提供高质量的会计信息,由于盈余管理与会计信息质量关系密切,使得对上市公司盈余管理问题的研究成为投资者、债权人、政府主管部门以及会计准则制定机构关注的重点。另一方面,证券市场经验数据证明,股价的波动也同盈余管理密切相关,而利益相关者很可能利用盈余管理手段来影响股价从而获取利益。因此,加强我国上市公司盈余管理和股价相关性的研究,对提高上市公司会计信息质量和改善证券市场资源优化配置功能有着重要意义。本文运用实证分析方法,选取了竞争性强的家电行业和竞争性弱的石油行业的上市公司,从盈余管理度量着手,研究竞争性不同行业的上市公司盈余管理对股价的影响大小,并对投资者的行为提出相关建议。     

Integrated Reporting: A Review of Developments and their Implications for the Accounting Curriculum

Integrated reporting (IR) is a major development in a number of sustainability-related accounting initiatives and, if widely adopted, will require significant developments in professional and university accounting curricula. These will include: a strategic rather than operational or transactional focus; longer- rather than short-term outlook; prospective rather than retrospective analysis; qualitative commentary as well as quantitative information; and reports on wider business performance metrics rather than on narrower external financial reporting data or audit compliance. This paper reports on ACCA's support of and response to the latest initiatives in IR, in particular the impact this will have on the education and training of accountants in order to reflect these new principles to prepare the twenty-first-century accountant for a much more challenging role in the near future. These developments can only be in the wider public interest of improving the relevance of information for decision-making, for all stakeholders, and allow greater efficiency in the allocation of financial and other resources and in adding public value.     

Risikoberichterstattung von Versicherungsunternehmen — Analyse der Risikoberichte im Zeitablauf

This paper presents the findings of an empirical study of the development of risk reports of German insurance companies from 1999 until 2003. The empirical study is based on formal aspects and a detailed content analysis of risk reports which companies have to publish by German Commercial Law (HGB). The analysis is based on generally accepted accounting principles for management reports in annual financial statements and GAS 5-20. The goal is to collect formal and qualitative information about changes in risk reports and their performance in terms of fulfilling industry-specific supervisory risk regulations over time. The sample shows a significant continuous improvement of risk reports from 1999 until 2003. The results of the paper lead to further implications regarding the specification of Solvency II: Improvements have to be made especially in terms of specifying and quantifying company risk. Finally the paper offers suggestions for improvements in risk reporting which should be considered in the development of european standards.     

The association between qualitative management earnings forecasts and discretionary accounting in the Netherlands

This paper examines whether there is an association between discretionary accounting and the accuracy of long-run forecasts of annual earnings disclosed voluntarily by Dutch companies in the directors’ report. In particular, investigations were made of the consistency in the sign and direction of discretionary accounting techniques and qualitative earnings forecasts. Long-run forecasts are defined, for the purposes of this paper, as forecasts made at least seven months before the year-end. Although not mandatory, qualitative forecasts are released by well over 60% of the listed companies in the Netherlands. Empirical results indicate that there is consistency in the sign and direction of qualitative earnings forecasts and discretionary accounting. After adopting discretionary accounting, the forecast errors are reduced if the company can reach the management earnings forecast (target). In the event that reserves are insufficient to accomplish this goal, managers choose their next best option and take an earnings bath in order to maximize reserves available for future use. By partitioning the sample in various sub-sets it is shown that earnings management and forecast errors occur most in the extreme ranges of financial performance. Overall, the study shows that management engages in discretionary accounting to present results in line with the disclosed qualitative earnings forecasts in their directors’ reports. Whilst discretionary accounting may clearly improve the consistency of companies’ earnings forecasts released via the directors’ reports and the actual earnings, managers’ earnings forecasts are sometimes disclosed in anticipation of planned discretionary accounting actions.     

上市公司信息披露与投资者信息获取的成本效益问卷调查分析

本文分别对上市公司信息披露的成本效益和投资者信息获取的成本效益网上问卷调查进行分析 ,结果表明 ,上市公司信息披露工作的费用呈逐年上升态势 ;投资者为获取公开信息所负担的费用较多 ,总体呈上升趋势 ;投资者普遍认为对投资决策极重要的公开信息项目有年度报告、利润分配及转增股本实施公告、首次发行或二次发行招股说明书及发行公告等。投资者认为最重要的定期报告项目是主要财务指标 (中报 )和会计数据和业务数据摘要 (年报 )、股本变动和 (主要 )股东 (持股 )情况以及财务报告。对机构投资者而言 ,其在作出投资决策时最关注的财务指标依次是上市公司成长性指标、盈利数量指标、盈利质量指标。而对偿债能力指标、资产状况指标、营运状况指标、现金流量指标和利润分配指标则关注程度不是很大。     

业绩快报的信息含量:经验证据与政策含义

业绩快报是上市公司2004年报披露中的一项制度创新。本文旨在研究业绩快报是否具有信息含量,以及业绩快报的披露是否会减少盈利公告的有用性。我们选取了2005年1月至4月间披露的70份2004年度业绩快报作为样本进行了实证研究。研究结果表明:业绩快报的披露提高了会计信息质量;业绩快报具有显著信息含量;业绩快报的披露并没有减少盈利公告的信息含量,是盈利公告的一种有益补充形式,值得提倡和推广。     

Raising Finance and Firms' Corporate Reporting Policies

The major purpose of a corporate annual report is to convey information about the company's affairs to outside parties. The information can be used both to monitor agency relationships (Jensen and Meckling [25]; Watts [32]) and to provide inputs into user decision models (e.g. Altman [3]). Until recently, however, very little research had been conducted into annual reports in the U.K. and hence little was known about their effectiveness. This has been remedied, to some extent, in the last few years and there is now a growing body of literature relating to annual reports. For example, the major professional British accounting bodies commissioned a study to examine'the scope and aims of published financial reports in the light of modern needs and conditions'. This resulted in the publication of The Corporate Report (ASSC [1]), a document which recommended a number of radical changes. Other studies have investigated the degree of understanding of annual reports by private shareholders (Lee and Tweedie [26]), the degree of consensus about the usefulness of annual report data (Firth [21]), the actual degree of disclosure by British companies (Firth [22, 23]), and the impact of accounting information on share prices (see Firth [20]).¹ The purpose of this paper is to add to the literature by reporting the results of an empirical study which examined one aspect of the corporate reporting policies of British firms, namely the changes in the quality and extent of voluntary financial disclosure when raising finance in the stock market.     

Artificial intelligence activities and ethical approaches in leading listed companies in the European Union

This study explores the information regarding Artificial Intelligence (AI) included by European listed companies in their annual and/or sustainability reports. The study mainly focuses on (1) the development and use of AI systems/projects reported by companies, (2) the extent to which companies disclose ethical principles or guidelines regarding AI and (3) the factors explaining these practices.The study analyses the reports of 200 companies listed in the major indexes of Germany, Sweden, Finland, France, Spain, and Italy, both from qualitative and quantitative perspectives. All reports are analysed, using content analysis methodology, to identify expressions such as ‘artificial intelligence’, ‘machine learning’, ‘deep learning’, and ‘big data’, and then classified accordingly. The study’s findings suggest a growing interest in the above-mentioned technologies, although 41.5% of companies do not report any activity in the field of AI. The adoption of ethical approaches to AI is at a very preliminary stage, and<5% of companies report on that issue. The quantitative analysis shows that larger companies, companies in the Technology and Telecommunications industries, and companies based in Southern countries are more likely to disclose information on AI activity. The majority of companies that develop ethical principles are listed in the Northern region and belong to the Technology and Telecommunications industries.The study provides evidence of AI disclosure, a type of non-financial disclosure that has not been explored yet in the literature. Unlike existing studies, we propose a first definition of the topic and a taxonomy that can be used in further research on AI disclosure and can contribute to the development of KPIs in the field. Furthermore, this study provides a theoretical framework integrating some traditional theories, such as Voluntary disclosure theory, Signalling theory, and Legitimacy theory, specifically drawn to interpret AI disclosure practices, which can help with a further in-depth exploration of AI disclosure combining concurrent perspectives. The study’s results may serve as a starting point for researchers and companies interested in the topic.     

Professional accountants and the development of a management accounting service for the small firm: barriers and possibilities

This paper reports the results of a qualitative study examining the potential for the provision of a management accounting service for smaller companies by accountants in professional practice. The study aimed to determine the management information needs of owner-managers, the type and frequency of information preferred and the capacity of professional accountants to contribute to these needs. The owner-managers of 15 smaller companies were asked to participate in semi-strucutured interviews during which their use of computers to provide management accounts, their relationship with their accountant and their financial skills were discussed. The respondents were presented with a range of management information including statutory final accounts, interim accounts, cash statements, ratios and graphical comparisons of monthly turnover figures in order to assess their financial information skills and needs. The study found that companies used computers for the preparation of management accounting information, but usually not to their full potential. The financial awareness of owner-managers varied considerably. There was a favourable response to the presentation of ratios and graphs, however, it was felt that an explanation or interpretation of financial information by their accountant would be a useful addition to improve their understanding and therefore aid their business. The study concludes that there appears to be significant potential for accountants to expand the management accounting services they provide to smaller companies, especially where information is presented as ratios or graphs and accompanied with an appropriate narrative interpretation. This would also increase the financial skills of their clients and result in an increased demand for management accounting services.     

Corporate Disclosure in Relation to Combating Corporate Bribery: A Case Study of Two Chinese Telecommunications Companies

This paper investigates the association between global community concerns about bribery activities and anti‐bribery disclosure practices by two Chinese telecommunication companies operating internationally, namely China Mobile and ZTE. Based on content analysis of annual reports and global news media articles over a period of 16 years from 1995–2010, the findings suggest that the changes in the level of disclosures by the two major Chinese telecommunications companies were closely associated with the level of international concerns over bribery practices within the Chinese telecommunications industry. This finding indicates that the companies adopt anti‐bribery disclosure practices in order to minimise the gap of trust (social capital) between companies themselves and global stakeholders. In this paper we argue that, for domestic companies in China, culturally constructed social capital, such as guanxi, creates a level of trust between managers and their stakeholders, which obviates the need for managers to disclose anti‐bribery performance information. However, for companies operating internationally, as social capital is inadequate to bridge the gap of trust between managers and global stakeholders, managers use disclosures of anti‐bribery performance information as a way to minimise such a gap.     

The real effects of a new accounting standard: the case of IFRS 15 Revenue from Contracts with Customers

International Financial Reporting Standard 15 (IFRS 15) Revenue from Contracts with Customers has significantly changed the philosophy of revenue recognition, not only to provide a fairer representation of corporate revenues, but also to inhibit the use of revenues for ‘earnings management’ purposes. We provide a framework to analyse the various effects of new and amended accounting standards. Changes in how companies recognise, measure, present and disclose their revenues (accounting effects) can affect how companies and their transactions are understood, both internally and externally (information effects), can change security prices (capital market effects) and can change how companies operate, and their costs and cash flows (real effects). We provide empirical evidence, based on a review of corporate annual reports, comment letters and interviews, on the effects of IFRS 15. We find evidence of accounting, information and, to a lesser extent, real effects, although, outside a few industries, IFRS 15 has had relatively little impact on the recognition and measurement of revenue.     

Signaling strategies in annual reports: Evidence from the disclosure of performance indicators

In voluntary annual report communication, empirical results of signaling theory are contrasting, mainly owing to problems in disclosure measurements. We focus on a specific piece of incremental information and study the signaling strategies in annual reports by analyzing the disclosure of performance indicators that provide incremental information. In this paper, we scrutinize the business review of a sample of 120 listed Italian companies for fiscal year 2010. After controlling for size, risk, and industry, our analysis confirms that the number of indicators published is positively related to firm profitability. Our results help clarify the signaling strategies in annual report communication. Operatively, our evidence can help regulators and standard setters to better discipline the communication of relevant and private information in annual reports, particularly performance indicators.     

Concurrent independent directors in the same industry and accounting information comparability

Using a sample of Chinese A-share listed companies during the 2008–2019 period, we explore the impact of concurrent independent directors in the same industry (hereafter CIDSI) on accounting information comparability. We find that CIDSI can effectively promote accounting information comparability and that this effect is realized mainly through inhibiting earnings management. We also find that CIDSI can provide broader industry perception of the company’s board reports. Variations in concurrent companies and internal and external environments have significant moderating effects on the relationship between CIDSI and accounting information comparability. This relationship contributes to reducing audit fees and the possibility of receiving non-standard unqualified audit opinions. Our findings have implications for companies by demonstrating the importance of recruiting independent directors.     

INTERNATIONAL DIFFERENCES IN RESEARCH AND DEVELOPMENT REPORTING PRACTICES: A FRENCH AND CANADIAN COMPARISON

This paper compares the research and development (R&D) disclosure practices in France and Canada, as evidenced in the annual reports of 76 French and 110 Canadian listed companies. It finds that Canadian high-tech companies (hardware, software, and biotechnology) disclose significantly more information on their R&D activities than their French counterparts. It also finds a strong link between R&D intensity and R&D disclosure among Canadian high-tech companies. Canadian companies overall are also found to be more likely to use non-financial disclosure as a means to resolve any R&D information asymmetry, while French firms disclose more traditional financial and accounting information. Canadian companies are also more willing than French firms to provide information concerning their future R&D expenditures. These results are consistent with inherent cultural and capital market differences between France and Canada. In contrast, the study does not find any significant difference in R&D expenditure capitalization policies between French and Canadian firms.     

分割资本市场下的会计信息价值研究

本文采用事件研究和面板数据回归方法对我国A股～H股双重上市公司境内外报表披露的会计盈余和帐面净值与股票超额收益的相关性进行了研究。分析表明,在A股市场上,境内报表披露的会计盈余等信息与A股超额收益之间没有显著的价值相关性;境内外报表关于会计盈余和账面净值的调整值对A股价格也没有影响;在H股市场,会计信息与股价之间的相关性较强,不仅境外报表披露的主要会计指标能够有效解释年报披露期间H股超额收益,而且境内外报表的会计盈余和账面净值调整值还具有增量信息价值。由此我们认为中国内地资本市场与香港资本市场的分割效应较为明显。     

Issues with the communication and integrity of audit reports when financial reporting shifts to an information-centric paradigm

A core application of XBRL is to facilitate the flow of tagged financial statements and annual reports, from companies and other entities directly to the databases, web sites, and computers of regulators, stakeholders and other information consumers. Increasingly, XBRL provides the technological foundation for the communication of financial information where there is independent assurance. This XBRL-based assurance may be on the financial statements (i.e., an electronically consumable form of today's standard PDF or HTML audit report) or focus on the quality of the XBRL exhibit (i.e., the instance document). Regardless of the type of XBRL assurance report, maintenance of the security and integrity of the instance document is paramount. This conceptual paper identifies and discusses the communication, security challenges and relevant research issues when there is independent assurance on financial statements formatted in XBRL. Successful electronic communication of assurance to information consumers should clearly distinguish the responsibilities of management (i.e., the financial statements) and the auditor (i.e., the audit report). It is important to have an integrated approach where the assurance report, financial statements and other reports in which facts in the financial statements are incorporated are inextricably tied at the level of automated data consumption. Further, as much as possible, human interaction should be accommodated. The paper sets out a range of alternatives for maintenance of security on the assurance report.