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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 />

40

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