Data analytics can be used to compare data from different sources and identify any discrepancies or anomalies. In this case, comparing a population of loans input in the origination system to loans booked on the servicing system can help detect any errors or frauds in the loan origination process. The other options are not examples of data analytics, but rather controls for data integrity, reconciliation, and error handling. References: CISA Review Manual (Digital Version), Chapter 3, Section 3.3.2

The best compensating control when segregation of duties is lacking in a small IS department is transaction log review. Transaction log review can help detect any unauthorized or fraudulent activities performed by IS staff who have access to multiple functions or systems. Transaction log review can also provide an audit trail for accountability and investigation purposes. The other options are not as effective as transaction log review in compensating for the lack of segregation of duties. Background checks are preventive controls that can help screen potential employees for any criminal records or dishonest behavior, but they do not prevent existing employees from abusing their access privileges. User awareness training is a detective control that can help educate users on how to report any suspicious or abnormal activities in the IS environment, but it does not monitor or verify the actions of IS staff. Mandatory holidays are deterrent controls that can discourage IS staff from engaging in fraudulent activities by requiring them to take periodic leave, but they do not prevent or detect such activities when they occur. References: CISA Review Manual (Digital Version), Chapter 3, Section 3.2

One of the challenges in developing a SLA for network services is finding performance metrics that can be measured properly and reflect the quality of service expected by the customer. Establishing a well-designed framework for network services is not a challenge, but a good practice. Ensuring that network components are not modified by the client or reducing the number of entry points into the network are security issues, not SLA issues. References: ISACA, CISA Review Manual, 27th Edition, 2018, page 333

Residual risk from the findings of previous audits should be the primary basis for prioritizing follow-up audits, because it reflects the level of exposure and potential impact that remains after management has implemented corrective actions or accepted the risk. Follow-up audits should focus on verifying whether the residual risk is within acceptable levels and whether the corrective actions are effective and sustainable. Audit cycle defined in the audit plan, complexity of management's action plans, and recommendation from executive managementare not valid criteria for prioritizingfollow-up audits,because they do not consider the residual risk from previous audits. References: CISA Review Manual (Digital Version), Chapter 2, Section
2.4.3