How Does Artificial Intelligence Shape Audit Firms?
References
- (2018) Artificial intelligence, automation and work. NBER Working Paper No. 24196, National Bureau of Economic Research, Cambridge, MA.Google Scholar
- (2019) Automation and new tasks: How technology displaces and reinstates labor. J. Econom. Perspect. 33(2):3–30.Crossref, Google Scholar
- (2020) Robots and jobs: Evidence from US labor markets. J. Political Econom. 128(6):2188–2244.Crossref, Google Scholar
- (2022) Artificial intelligence and jobs: Evidence from online vacancies. J. Labor Econom. 40(S1):S293–S340.Crossref, Google Scholar
- (2019) Do practitioner assessments agree with academic proxies for audit quality? Evidence from PCAOB and internal inspections. J. Accounting Econom. 67(1):144–174.Crossref, Google Scholar
- (2018) Are immigrants complements or substitutes? Evidence from the audit industry. Management Sci. 64(5):1997–2012.Link, Google Scholar
- Aobdia D, Li Q, Na K, Wu H (2024) The influence of labor market power in the audit profession. Accounting Rev. Forthcoming.Google Scholar
- (2022) Causality redux: The evolution of empirical methods in accounting research and the growth of quasi-experiments. J. Accounting Econom. 74(2–3):101521.Crossref, Google Scholar
- (2007) The discovery and reporting of internal control deficiencies prior to SOX-mandated audits. J. Accounting Econom. 44(1–2):166–192.Crossref, Google Scholar
- Association of International Certified Professional Accountants (2019) 2019 trends in the supply of accounting graduates and the demand for public accounting recruits. Association of International Certified Professional Accountants, Durham, NC.Google Scholar
- (2021) The data analytics journey: Interactions among auditors, managers, regulation, and technology. Contemporary Accounting Res. 38(3):1888–1924.Crossref, Google Scholar
- (2003) The skill content of recent technological change: An empirical exploration. Quart. J. Econom. 118(4):1279–1333.Crossref, Google Scholar
- (2024) Artificial intelligence, firm growth, and industry concentration. J. Financial Econom. 151:103745.Crossref, Google Scholar
- (2018) Public company audits and city-specific labor characteristics. Contemporary Accounting Res. 35(1):394–433.Crossref, Google Scholar
- (2019) The geographic decentralization of audit firms and audit quality. J. Accounting Econom. 68(1):101234.Crossref, Google Scholar
- (2003) Enjoying the quiet life? Corporate governance and managerial preferences. J. Political Econom. 111(5):1043–1075.Crossref, Google Scholar
- (2016) Growing pains: Audit quality and office growth. Contemporary Accounting Res. 33(1):288–313.Crossref, Google Scholar
- (2015) Inside the “black box” of sell-side financial analysts. J. Accounting Res. 53(1):1–47.Crossref, Google Scholar
- (2018) What can machines learn, and what does it mean for occupations and the economy? AEA Papers Proc. 108:43–47.Crossref, Google Scholar
- (2023) How to talk when a machine is listening: Corporate disclosure in the age of AI. Rev. Financial Stud. 36(9):3603–3642.Crossref, Google Scholar
- (2021) Prepare for takeoff: Improving asset measurement and audit quality with drone-enabled inventory audit procedures. Rev. Accounting Stud. 26(4):1323–1343.Crossref, Google Scholar
- (2019) Robotic process automation in public accounting. Accounting Horizons 33(4):15–35.Crossref, Google Scholar
- (2014) A review of archival auditing research. J. Accounting Econom. 58(2–3):275–326.Crossref, Google Scholar
- (2000) Auditor industry specialization and market segmentation: Evidence from Hong Kong. Auditing 19(1):49–66.Crossref, Google Scholar
- Deloitte & Touche, Raphael J (2015) How artificial intelligence can boost audit quality. CFO.com (June 15), https://www.cfo.com/news/how-artificial-intelligence-can-boost-audit-quality/663798/.Google Scholar
- (2017) The growing importance of social skills in the labor market. Quart. J. Econom. 132(4):1593–1640.Crossref, Google Scholar
- (2020) Earnings dynamics, changing job skills, and STEM careers. Quart. J. Econom. 135(4):1965–2005.Crossref, Google Scholar
- (2019) Computerization of white collar jobs. Upjohn Institute Working Paper No. 19-310, W. E. Upjohn Institute for Employment Research, Kalamazoo, MI.Google Scholar
- (2020) The revival of large consulting practices at the Big 4 and audit quality. Accounting Organ. Soc. 87:101157.Crossref, Google Scholar
- (2007) Determinants of weaknesses in internal control over financial reporting. J. Accounting Econom. 44(1–2):193–223.Crossref, Google Scholar
- (2023a) Audit disruption: The case of outside job opportunities for external auditors and audit quality. Working paper, Texas A&M University, College Station.Google Scholar
- (2023b) The demand for internal auditors following accounting and operational failures. Accounting Rev. 98(7):185–210.Crossref, Google Scholar
- (2020) A multi-method analysis of the PCAOB’s relationship with the audit profession. Accounting Organ. Soc. 84:101131.Crossref, Google Scholar
- (2022) Why so many accountants are quitting. Wall Street Journal (December 28), https://www.wsj.com/articles/why-so-many-accountants-are-quitting-11672236016.Google Scholar
- (2023) Why no one’s going into accounting. Wall Street Journal (October 6), https://www.wsj.com/lifestyle/careers/accounting-salary-cpa-shortage-dec2caa2.Google Scholar
- Ernst & Young (2019) How AI is reshaping the document review and processing landscape. Tax News Update (Global Edition) (November 13), https://globaltaxnews.ey.com/news/2019-6412-how-ai-is-reshaping-the-document-review-and-processing-landscape.Google Scholar
- (2023) The impact of audit technology on audit task outcomes: Evidence for technology-based audit techniques. Contemporary Accounting Res. 40(2):981–1012.Crossref, Google Scholar
- (2022) Is artificial intelligence improving the audit process? Rev. Accounting Stud. 27(3):938–985.Crossref, Google Scholar
- (2012) The Internet and local wages: A puzzle. Amer. Econom. Rev. 102(1):556–575.Crossref, Google Scholar
- (2009) Big 4 office size and audit quality. Accounting Rev. 84(5):1521–1552.Crossref, Google Scholar
- (2017) The future of employment: How susceptible are jobs to computerisation? Tech. Forecasting Soc. Change 114:254–280.Crossref, Google Scholar
- (2023) Do internal control weaknesses affect firms’ demand for accounting skills? Evidence from U.S. job postings. Accounting Rev. 98(3):203–228.Crossref, Google Scholar
- (2020) Artificial intelligence in healthcare? Evidence from online job postings. AEA Papers Proc. 110:400–404.Crossref, Google Scholar
- (2020) Artificial intelligence and high-skilled work: Evidence from analysts. Preprint, submitted August 26, http://dx.doi.org/10.2139/ssrn.3681574.Google Scholar
- (2016) Do school ties between auditors and client executives influence audit outcomes? J. Accounting Econom. 61(2–3):506–525.Crossref, Google Scholar
- (2022) Auditor skill demands and audit quality: Evidence from job postings. Working paper, Indiana University, Bloomington.Google Scholar
- (2022) Industry-specific knowledge transfer in audit firms: Evidence from audit firm mergers in China. Acounting Rev. 97(3):249–277.Crossref, Google Scholar
- (2017) Do social ties between external auditors and audit committee members affect audit quality? Accounting Rev. 92(5):61–87.Crossref, Google Scholar
- (2018) Audit personnel salaries and audit quality. Rev. Accounting Stud. 23(3):1096–1136.Crossref, Google Scholar
- (2020) ScaleFactor raised $100 million in a year then blamed Covid-19 for its demise. Employees say it had much bigger problems. Forbes (July 20), https://www.forbes.com/sites/davidjeans/2020/07/20/scalefactor-raised-100-million-in-a-year-then-blamed-covid-19-for-its-demise-employees-say-it-had-much-bigger-problems/.Google Scholar
- (2019) Big N auditors and audit quality: New evidence from quasi-experiments. Accounting Rev. 94(1):205–227.Crossref, Google Scholar
- (2020) Big four invest billions in tech, reshaping their identities. Bloomberg Tax (January 2), https://news.bloombergtax.com/financial-accounting/big-four-invest-billions-in-tech-reshaping-their-identities.Google Scholar
- (2022) Audit-employee turnover, audit quality, and the auditor-client relationship. Preprint, submitted May 20, http://dx.doi.org/10.2139/ssrn.4193139.Google Scholar
- (2013) Empirical evidence on the implicit determinants of compensation in Big 4 audit partnerships. J. Accounting Res. 51(2):349–387.Crossref, Google Scholar
- (2022) Employee turnover and firm performance: Large-sample archival evidence. Management Sci. 68(8):5667–5683.Link, Google Scholar
- (2016) “Doing good field research”: Assessing the quality of audit field research. Auditing 35(1):1–22.Crossref, Google Scholar
- (2016) Internal control opinion shopping and audit market competition. Accounting Rev. 91(2):603–623.Crossref, Google Scholar
- (2012) An empirical test of spatial competition in the audit market. J. Accounting Econom. 53(1–2):450–465.Crossref, Google Scholar
- Public Company Accounting Oversight Board (2017) Technology and the audit of today and tomorrow. Speech, PCAOB/AAA Annual Meeting, April 20, Washington, DC.Google Scholar
- Public Company Accounting Oversight Board (2020a) Changes in use of data and technology in the conduct of audits. Retrieved November 11, https://pcaobus.org/oversight/standards/research-standard-setting-projects/changes-use-data-technology-conduct-audits.Google Scholar
- Public Company Accounting Oversight Board (2020b) Data and technology research project update. Retrieved October 15, https://pcaobus.org/Documents/Data-Technology-Project-Spotlight.pdf.Google Scholar
- (2021) Measuring audit quality. Rev. Accounting Stud. 26(2):559–619.Crossref, Google Scholar
- (2010) National and office-specific measures of auditor industry expertise and effects on audit quality. J. Accounting Res. 48(3):647–686.Crossref, Google Scholar
- (2017) Can robots be lawyers: Computers, lawyers, and the practice of law. Georgetown J. Legal Ethics 30(3):501–558.Google Scholar
- (2020) Non-CPAs and office audit quality. Accounting Horizons 34(3):169–191.Crossref, Google Scholar
- (2002) Testing for weak instruments in linear IV regression. NBER Technical Working Paper No. 284, National Bureau of Economic Research, Cambridge, MA.Google Scholar
- (2017) Deep learning and the future of auditing. CPA J. (June), https://www.cpajournal.com/2017/06/19/deep-learning-future-auditing/.Google Scholar
- (2018) The automation charade. Logic Magazine (August 1), https://logicmag.io/failure/the-automation-charade/.Google Scholar
- (2019) The impact of artificial intelligence on the labor market. Preprint, submitted November 6, http://dx.doi.org/10.2139/ssrn.3482150.Google Scholar
- (2017) EY, Deloitte and PwC embrace artificial intelligence for tax and accounting. Forbes (November 14), https://www.forbes.com/sites/adelynzhou/2017/11/14/ey-deloitte-and-pwc-embrace-artificial-intelligence-for-tax-and-accounting/.Google Scholar

