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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Main Authors: GAO, Ru, HUANG, Sterling, WANG, Rencheng
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2021
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Online Access: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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Institution: Singapore Management University
Language: English
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spelling 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
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic audit quality
data analytics
human capital investment
Accounting
Portfolio and Security Analysis
spellingShingle audit quality
data analytics
human capital investment
Accounting
Portfolio and Security Analysis
GAO, Ru
HUANG, Sterling
WANG, Rencheng
Data analytics and audit quality
description 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.
format text
author GAO, Ru
HUANG, Sterling
WANG, Rencheng
author_facet GAO, Ru
HUANG, Sterling
WANG, Rencheng
author_sort GAO, Ru
title Data analytics and audit quality
title_short Data analytics and audit quality
title_full Data analytics and audit quality
title_fullStr Data analytics and audit quality
title_full_unstemmed Data analytics and audit quality
title_sort data analytics and audit quality
publisher Institutional Knowledge at Singapore Management University
publishDate 2021
url 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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