Section: Volume E

Comprehensive and Detailed Explanation From Exact Extract:
* Descriptive analytics explains what happened.
* Diagnostic analytics explains why it happened.
* Predictive analytics forecasts what may happen in the future using historical patterns.
* Prescriptive analytics suggests actions to take.
Since the goal is to forecast potentially fraudulent behavior before it occurs, this is predictive analytics (D).

The most effective management action to prevent similar issues in the future involves both corrective and preventive measures. Coaching the IT specialist addresses the immediate knowledge gap and mistake that occurred. Introducing a secondary control, such as a review or verification step, ensures that future access requests are granted correctly, thereby preventing similar errors. This combination addresses the root cause and adds a layer of assurance. References:
* "Internal Auditing: Assurance & Advisory Services" (The Institute of Internal Auditors)
* "IT Control Objectives for Sarbanes-Oxley" (IT Governance Institute)

D, The CAE should benchmark with other organization in the industry by consorting with colleagues and distribute the report only I it is an acceptable practice m the industry Explanation:
According to internal auditing standards and best practices, the distribution of audit reports, especially those involving third-party service providers, must be handled with caution. The CAE should consult with legal counsel and the chief compliance officer before distributing the audit report to ensure that the organization's legal and compliance obligations are met. This ensures that any sensitive information is protected and that the distribution is aligned with the organization's policies and contractual agreements with the service provider.
Reference:
The Institute of Internal Auditors (IIA) Standards
Internal Audit Guidelines on Confidentiality and Distribution of Audit Reports