Data analytics and audit quality
We examine the impact of data analytics on audit quality. Using hand-collected information on data analytics skills of employees of audit firms, we find that human capital investment in data analytics improves audit quality. The analytics capability of both frontline and back-office employees contri...
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2021
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sg-smu-ink.soa_research-29982022-05-12T04:21:00Z Data analytics and audit quality GAO, Ru HUANG, Sterling WANG, Rencheng We examine the impact of data analytics on audit quality. Using hand-collected information on data analytics skills of employees of audit firms, we find that human capital investment in data analytics improves audit quality. The analytics capability of both frontline and back-office employees contributes to audit quality. The effect is more pronounced for audit clients with complex business operations, for clients with complicated accounting estimates, and for clients that are more digitalized. Taken together, our findings suggest that an audit office’s analytics capability represents an important office attribute that can affect audit quality. 2021-11-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/soa_research/1971 info:doi/10.2139/ssrn.3928355 https://ink.library.smu.edu.sg/context/soa_research/article/2998/viewcontent/SSRN_id3928355.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Accountancy eng Institutional Knowledge at Singapore Management University audit quality data analytics human capital investment Accounting Portfolio and Security Analysis |
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audit quality data analytics human capital investment Accounting Portfolio and Security Analysis GAO, Ru HUANG, Sterling WANG, Rencheng Data analytics and audit quality |
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We examine the impact of data analytics on audit quality. Using hand-collected information on data analytics skills of employees of audit firms, we find that human capital investment in data analytics improves audit quality. The analytics capability of both frontline and back-office employees contributes to audit quality. The effect is more pronounced for audit clients with complex business operations, for clients with complicated accounting estimates, and for clients that are more digitalized. Taken together, our findings suggest that an audit office’s analytics capability represents an important office attribute that can affect audit quality. |
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GAO, Ru HUANG, Sterling WANG, Rencheng |
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GAO, Ru HUANG, Sterling WANG, Rencheng |
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GAO, Ru |
title |
Data analytics and audit quality |
title_short |
Data analytics and audit quality |
title_full |
Data analytics and audit quality |
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Data analytics and audit quality |
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Data analytics and audit quality |
title_sort |
data analytics and audit quality |
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Institutional Knowledge at Singapore Management University |
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2021 |
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https://ink.library.smu.edu.sg/soa_research/1971 https://ink.library.smu.edu.sg/context/soa_research/article/2998/viewcontent/SSRN_id3928355.pdf |
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