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Austin et, al 2021 - Socio-technical systems theory
Analytics evolves because of working together.
technology,
regulation,
auditors,
and clients
==> co-evolution
Main findings:
Shared analytics journey & tensions & shift to advisory role
Auditors and clients learn together:
auditors introduce analytics;
clients imitate/adapt.
Analytics therefore reshape:
workflows,
relationships,
and expectations.
Fedyk, 2022 - is AI improving the audit process
Improves and reshapes the audit profession
Better AQ
Greater efficiency
Labor substitution
Productivity increase
Tensions around analytics
Sharing tensions
Fee tensions
Regulation tensions
What is AI used for? - Commerford
Impairments, loan loss provisions, fair value and complex estimates
Algorithm aversion - Commerford
People trust AI less than people even if the quality is just as good or better.
AI may improve skeptical judgment (detection) but not action
Samiolo, et al 2025 - automation and PS
In regards to junior auditors:
Short term automation efficiency causes long term capability losses
For: the tasks give you experience and show you how it works in the basis ==> PS
Against: more focus on higher level analysis
AI benefits
Anomaly detection
Fewer restatements
Efficiency gains
Higher productivity
AI risks
Weaken PS
Algorithm aversion
Long term skill erosion
Blurred independence boundaries
Regulatory uncertainty