AUDIT ANALYTICS AUDIT
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<strong>AUDIT</strong> <strong>ANALYTICS</strong> AND CONTINUOUS <strong>AUDIT</strong>:LOOKING TOWARD THE FUTURE<br />
more advanced stage improve data quality and processes but are not<br />
very closely tied to labor replacement. One of the key lessons from<br />
decades of IT and now analytic technology implementation is that to<br />
achieve the real benefits of substantially changed technology, processes<br />
much be rethought and reengineered (Hammer, 1990; Davenport, 1992,<br />
O’Leary, 2000).<br />
Table 1-11: Imagined Automation, Migration of Functions,<br />
Technologies, New Processes and Methods<br />
Technology<br />
Automation<br />
Migration of<br />
functions<br />
New processes<br />
RFID<br />
Of inventory counts<br />
Verification of retail<br />
sales Verification or<br />
warehouse<br />
deliveries<br />
Overlap between<br />
management,<br />
control and<br />
assurance<br />
Inventory counts,<br />
inventory tracking,<br />
sales, purchases<br />
GPS<br />
Of payroll<br />
validation Of travel<br />
expenses<br />
Employee work<br />
location and<br />
existence<br />
confirmation<br />
Dashboards<br />
Audit by exception<br />
(ABE) Audit plans<br />
are complemented<br />
by exception<br />
activators<br />
Monitoring of<br />
alerts, macro<br />
process indicators<br />
Auditor close to the<br />
event examination of<br />
perceived alerts<br />
Cloud<br />
storage<br />
Group based<br />
work-papers<br />
Some work-paper<br />
functionality goes<br />
to audit black<br />
boxes<br />
Some sharing of<br />
auditor files and<br />
black boxes between<br />
management and<br />
auditors<br />
Big data<br />
Process integrity<br />
monitoring is<br />
included in the<br />
audit process<br />
Bots are integrated<br />
into process flows<br />
insteadofhuman<br />
intervention<br />
Creation of<br />
monitoring functions<br />
relating big data<br />
variables and<br />
assurance<br />
Clustering<br />
Automatic outlier<br />
detection processes<br />
are incorporated<br />
into the ecosystem<br />
Outlier cluster<br />
measurements are<br />
automated<br />
Continuity<br />
equations<br />
Process efficiencies<br />
are measured<br />
through<br />
inter-process<br />
equations<br />
Process<br />
relationship<br />
equations are<br />
created, disclosed,<br />
andusedfor<br />
monitoring<br />
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