AUDIT ANALYTICS AUDIT
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<strong>AUDIT</strong> <strong>ANALYTICS</strong> AND CONTINUOUS <strong>AUDIT</strong>:LOOKING TOWARD THE FUTURE<br />
capabilities for business. The same technology that allowed data to be<br />
processed rapidly and consistently also allows for consistent errors and<br />
their distribution without human observation. The same technology that<br />
allows for remote access of computers allows for foreign intrusion and<br />
virus diffusion. The same technology that facilitates electronic<br />
transactions with credit card magnetic information also allows massive<br />
and intrusive capture and leakage of credit card information at reputable<br />
organizations such as Target 16 and Home Depot 17 . As earlier discussed,<br />
the roles of management, internal audit, and external audit are<br />
overlapping and use the same tools. Figure 1-10 attempts to integrate<br />
some high-level functions that will compose some of the elements of<br />
future management and assurance. Prior to its discussion some basic<br />
issues in modern assurance are discussed including: (1) progressive<br />
implementation of assurance systems, (2) functional migration of roles<br />
and tasks, (3) concepts to be evolved in the new audit conceptualization.<br />
5.1 Stochastic Opinion Rendering in a World<br />
of Statistics<br />
The nearly "yes" or "no" nature of external audit reporting doesn’t<br />
provide the types of insights or commentary that stakeholders may find<br />
informative. The audit literature has proposed over the years several<br />
forms of probabilistic reporting and more explanatory audit opinions.<br />
These would give more information to stakeholders, but in general the<br />
proposed methods are limited.<br />
Associated with the concept of probabilistic reporting, the modern audit<br />
could benefit from a real-time auditor dashboard. The issues related to<br />
legal liability, stakeholder needs, and the natural reticence to change will<br />
tend to make this evolution challenging. However several commercial<br />
products and research efforts are developing these dashboards in internal<br />
audit organizations responding to real needs of system monitoring.<br />
Internal audits would provide additional value with the issuance of<br />
probabilistic reporting.<br />
In general, materiality estimates relate to dollar value in relation to a<br />
value on a financial statement. For example, 5 percent of net income is<br />
compared with the total value of the account on an account-by-account<br />
basis. The audit literature has been linked to the concept of materiality<br />
for a long time. Clearly there are decreasing returns in the economics of<br />
16 www.businessweek.com/articles/2014-03-13/target-missed-alarms-in-epic-hack-of-creditcard-data<br />
17 www.reuters.com/article/2014/09/09/us-usa-home-depot-databreachidUSKBN0H327E20140909<br />
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