Algorithm-human partnership in audit data analytics and aggressiveness of management accounting estimates
Audit firms increasingly incorporate Audit Data Analytics (ADA). However, it is unclear how client managers react to the use of ADA. I experimentally examine how the presence (vs. absence) of an IT specialist and adjustment timing jointly affect the client manager’s acceptance of auditors’ proposed...
Saved in:
Main Author: | |
---|---|
Other Authors: | |
Format: | Thesis-Doctor of Philosophy |
Language: | English |
Published: |
Nanyang Technological University
2023
|
Subjects: | |
Online Access: | https://hdl.handle.net/10356/164691 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Nanyang Technological University |
Language: | English |
Summary: | Audit firms increasingly incorporate Audit Data Analytics (ADA). However, it is unclear how client managers react to the use of ADA. I experimentally examine how the presence (vs. absence) of an IT specialist and adjustment timing jointly affect the client manager’s acceptance of auditors’ proposed audit adjustments during the auditor-client negotiation process. I manipulate (1) whether the auditor performs ADA independently or the auditor performs ADA alongside a specialist, and (2) whether the auditor adjusts the ADA algorithm’s input parameters or output results. I find that when the ADA algorithm’s input (output) is adjusted, client managers accept more (less) proposed audit adjustments in the presence of a specialist. The interaction effect is driven by the client manager’s perceived persuasiveness of the ADA result and perceived auditor expertise. My findings contribute to audit literature on the use of ADA, auditor-client negotiation, and the “algorithm-human partnership,” and have implications for audit firms and corporate managers. |
---|