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Audit Analytics: Data Science for the Accounting Profession

✍ Scribed by J. Christopher Westland


Publisher
Springer International Publishing;Springer
Year
2020
Tongue
English
Leaves
354
Series
Use R!
Edition
1st ed.
Category
Library

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✦ Synopsis


Today, information technology plays a pivotal role in financial control and audit: most financial data is now digitally recorded and dispersed among servers, clouds and networks over which the audited firm has no control. Additionally, a firm’s dataβ€”particularly in the case of finance, software, insurance and biotech firmsβ€” comprises most of the audited value of the firm. Financial audits are critical mechanisms for ensuring the integrity of information systems and the reporting of organizational finances. They help avoid the abuses that led to passage of legislation such as the Foreign Corrupt Practices Act (1977), and the Sarbanes-Oxley Act (2002).

Audit effectiveness has declined over the past two decades as auditor skillsets have failed to keep up with advances in information technology. Information and communication technology lie at the core of commerce today and are integrated in business processes around the world. This book is designed to meet the increasing need of audit professionals to understand information technology and the controls required to manage it. The material included focuses on the requirements for annual Securities and Exchange Commission audits (10-K) for listed corporations. These represent the benchmark auditing procedures for specialized audits, such as internal, governmental, and attestation audits.

Using R and RStudio, the book demonstrates how to render an audit opinion that is legally and statistically defensible; analyze, extract, and manipulate accounting data; build a risk assessment matrix to inform the conduct of a cost-effective audit program; and more.

✦ Table of Contents


Front Matter ....Pages i-xiv
Fundamentals of Auditing Financial Reports (J. Christopher Westland)....Pages 1-18
Foundations of Audit Analytics (J. Christopher Westland)....Pages 19-39
Analysis of Accounting Transactions (J. Christopher Westland)....Pages 41-61
Risk Assessment and Planning (J. Christopher Westland)....Pages 63-86
Analytical Review: Technical Analysis (J. Christopher Westland)....Pages 87-112
Analytical Review: Intelligence Scanning (J. Christopher Westland)....Pages 113-137
Design of Audit Programs (J. Christopher Westland)....Pages 139-160
Interim Compliance Tests (J. Christopher Westland)....Pages 161-188
Substantive Tests (J. Christopher Westland)....Pages 189-241
Sarbanes–Oxley Engagements (J. Christopher Westland)....Pages 243-278
Blockchains, Cybercrime, and Forensics (J. Christopher Westland)....Pages 279-290
Special Engagements: Forecasts and Valuation (J. Christopher Westland)....Pages 291-305
Simulated Transactions for Auditing Service Organizations (J. Christopher Westland)....Pages 307-336
Back Matter ....Pages 335-344

✦ Subjects


Statistics; Statistics for Business/Economics/Mathematical Finance/Insurance; Accounting/Auditing; Financial Accounting; Probability and Statistics in Computer Science; Statistics and Computing/Statistics Programs


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