Research on Audit Risks in the Recognition of Data Assets on Financial Statements

This paper explores the audit risks associated with the recognition of data assets on financial statements,focusing on the complexities arising from their replicability,unique valuation patterns,and contextual dependencies.It identifies major misstatement risks at both the financial statement and assertion levels,including the potential for management to exaggerate data asset values,uncertainties in valuation methods,and deficiencies in data governance and internal controls.Additionally,auditors’lack of professional knowledge and inappropriate audit methods can lead to inspection risks.The paper emphasizes the urgent need for enhanced accounting standards for data assets,effective guidelines for their recognition and measurement,and robust internal controls.Furthermore,it advocates for the exploration of effective valuation methods and the incorporation of advanced technologies,such as big data and AI,into auditing practices.By improving auditor training and methodologies,organizations can better manage the inherent risks associated with data asset auditing.

A Brief Discussion of Audit Risks and Their Causes

As a crucial supervisory department overseeing economic operations,the audit department plays a pivotal role in safeguarding the healthy development of the country’s economy,exposing corruption,and effectively maintaining social and economic peace and stability.The work of auditing involves detecting existing issues,providing remedies,and consistently contributing to national governance.However,as the market economic environment undergoes continuous changes,legal systems advance,and the audit environment becomes more complex,audit risks have gradually gained prominence.The prevention of audit risks has increasingly captured the attention of audit agencies at all levels.This necessitates audit institutions to continually adapt to new challenges,comprehend risks,and exert effective control over them.This article delves into the causes of audit risks,exploring ways to effectively identify and respond to these risks within a complex and ever-changing environment.The objective is to ensure the objectivity and accuracy of audit reports,allowing the audit function to truly serve as an“immune”system,protecting public interests.

The discussion on audit risk and prevention of accounting firm

This paper analyses audit quality control, brain gain, time pressure of CPA, follow-up education of auditors by firms. The reasons of audit risk rising of CPA are discussed. Based on the foregoing analysis, the author puts forward some measures about self-construction, processes and others of firms and CPA to reduce audit risk of CPA.

Research on the CPA Audit Independence Risk Assessment Based on the Rough Set Theory

The assessment mode of the CPA audit independence risk based on the Rough Set Theory is a risk assessment method and using the Analytical Hierarchy Process, whose aim is to solve the bid management in the process of the Financial Statement Insurance. Firstly, according to the general instance of the accountant office, the experts grade the risk elements to establish the decision-making table; secondly, construct the judgment matrix using the attribution dependence degree of Variable Precision Rough Set to obtain relative importance, and further get the general importance for all of risk elements; Finally, establish the general assessment mode of the audit independence risk.

Implications of Financial and Non-financial Measures on the Refinement of the Assessments of Audit Risk： An Empirical Investigation

Identifying and assessing audit risk is a key part of the audit process. Prior research documented that auditors primarily look at financial data, information, and measures when assessing the audit risk for an audit engagement. However, professional standard setters, regulators, and academic researchers have discussed the potential for non-financial data, information, and measures to provide a powerful and independent benchmark for evaluating the validity of the numbers of financial statements of an audit client. A field study was conducted in Egypt during the years 2013 and 2014 to explore how auditors perceive and assess audit risk for an audit engagement in the period following the Egyptian revolution of January 25, 2011. The results of the field study indicated that auditors appear not to give sufficient attention to non-financial data, information, and measures when assessing the audit risk during an audit engagement. Auditors seem to rely on financial data, information, and measures when assessing the audit risk of an audit engagement. Furthermore, auditors do not seem to consider the inconsistencies between financial and non-financial data, information, and measures of an audit client as an indicator of the existence of fraud or material misstatements in the financial statements of an audit client.

Application of Monetary Unit Sampling Based on Extended Audit Game

On account of the lack of monetary unit sampling( MUS), an extended audit game model based on uncertainty information,which centers on audit risk and combines audit game with statistical sampling,is established to improve the effectiveness of audit risks analysis and sampling errors control. In this paper,an example concerning practical problems is given to demonstrate the process of extended audit game and confirm the truth of the effectiveness of the method. Not only does this method enhance the role of audit technology and the extension of audit procedures in deterring material irregularities,but also helps the auditors measure and control audit risk and sample sizes under uncertainty,conducive to improving the effect of cost control,risk evaluation,and decisionmaking optimization in audit sampling.

Study of American Audit Failure

In the process of accountancy reforming and internationalizing, our country refers to the accounting standard in the U.S.A to a large degree. However, the audit failure always happens in American accounting firms. This paper analyzes more than 10 cases of audit failure among American accounting firms, obtaining the main reason of failure that is the defect of accounting system, helping our country how to guard against audit failure and avoid audit risk and improve audit quality.

Disclosure of Critical Audit Matters,Audit Risk and Audit Opinion

We explore the association between the number of critical audit matters and auditing opinion based on the Chinese capital market data.In addition,we investigate the effect of audit risk on the relationship between the number of critical audit matters and auditing opinion.Using 6,662 firm-year observations listed in the Chinese capital market from 2017–2019,we find that the number of critical audit matters has significantly positive association with clear audit opinion.Specially,the greater the number of critical audit matters,the more likely getting clear audit opinion.We also find that the audit risk restricts the effect of the critical audit matters on the audit opinion.Lastly,we find that Big4 accounting firms are less likely to be influenced by the number of critical audit matters;the audit complexity restricts the effect of the critical audit matters on the audit opinion;the more board members,the less effect of the number of critical audit matters on the audit opinion.We also use several robustness tests to strengthen the conclusion.Our research may contribute to the understanding of the new audit standard.

Auditor Experiences, Accounting Firm Size, and Client Ownership

This study investigates whether accounting firms match the experience level of individual auditors with the risk level of clients in order to control audit risk. We find that accounting firms tend to assign more experienced auditors to non-state-owned clients that typically have higher tendency to engage in earnings management. Such an assignment pattern is more pronounced for non-Big 4 accounting firms. Further analysis suggests that auditors＇ experience helps reduce clients＇ earnings management level, proxied by abnormal accruals, and thus improves the audit quality. This study enriches the literature on the allocation of human resources and the risk control mechanism in the audit services industry, which has been seldom explored in prior studies.