Which of the situations below can negatively affect the internal audit process?

Scenario 1: HealthGenic is a pediatric clinic that monitors the health and growth of individuals from infancy to early adulthood using a web-based medical software. The software is also used to schedule appointments, create customized medical reports, store patients' data and medical history, and communicate with all the [^involved parties, including parents, other physicians, and the medical laboratory staff.
Last month, HealthGenic experienced a number of service interruptions due to the increased number of users accessing the software Another issue the company faced while using the software was the complicated user interface, which the untrained personnel found challenging to use.
The top management of HealthGenic immediately informed the company that had developed the software about the issue. The software company fixed the issue; however, in the process of doing so, it modified some files that comprised sensitive information related to HealthGenic's patients. The modifications that were made resulted in incomplete and incorrect medical reports and, more importantly, invaded the patients' privacy.
In scenario 1, HealthGenic experienced a number of service interruptions due to the loss of functionality of the software. Which principle of information security has been affected in this case?

Scenario 8: SunDee is an American biopharmaceutical company, headquartered in California, the US. It specializes in developing novel human therapeutics, with a focus on cardiovascular diseases, oncology, bone health, and inflammation. The company has had an information security management system (ISMS) based on SO/IEC 27001 in place for the past two years. However, it has not monitored or measured the performance and effectiveness of its ISMS and conducted management reviews regularly Just before the recertification audit, the company decided to conduct an internal audit. It also asked most of their staff to compile the written individual reports of the past two years for their departments. This left the Production Department with less than the optimum workforce, which decreased the company's stock.
Tessa was SunDee's internal auditor. With multiple reports written by 50 different employees, the internal audit process took much longer than planned, was very inconsistent, and had no qualitative measures whatsoever Tessa concluded that SunDee must evaluate the performance of the ISMS adequately. She defined SunDee's negligence of ISMS performance evaluation as a major nonconformity, so she wrote a nonconformity report including the description of the nonconformity, the audit findings, and recommendations. Additionally, Tessa created a new plan which would enable SunDee to resolve these issues and presented it to the top management How does SunDee's negligence affect the ISMS certificate? Refer to scenario 8.

BioLooVitalis is a biopharmaceutical firm headquartered in Singapore Renowned for its pioneering work in the fie d of human therapeutics. BioLooVitalis places a strong emphasis on addressing critical healthcare concerns particularly in the domains of cardiovascular diseases, oncology bone health, and inflammation BioLooVitalis has demonstrated its commitment to data security and integrity by maintaining an effective information security management system (ISMS) based on ISO/IEC 77001 for the past two years. After noticing an increase m failed login attempts over several weeks. bioLooVitalis IT security learn reviewed log data, correlated it with user behavior patterns, and mapped it against known attach vectors to determine potential causes. Based on their findings, they prepared a technical report detailing the nature of the anomalies and submitted it to the compliance function. The compliance team then summarized the findings and presented them to the executive management during the quarterly ISMS performance review. To proactively track system behavior following the spike n failed login attempts. BioLooVitalis's IT security team configured a dashboard showing real time login activity. system response times, and end point availability across departments. This helped the team quickly detect abnormal behavior without waiting formal reporting cycles.
Following The implementation of the real time access control dashboard BioLooVitalis internal audit team assessed whether the new processes and tools effectively reduced unauthorized access attempts and met both technical and policy-based requirements. Lastly, the internal auditors collected system-generated access logs, reviewed user access reports, and conducted interviews with IT personnel. These data sources helped them verify whether the new controls were functioning as intended and aligned with internal ISMS objectives.
Based on The scenario above, answer the following question.
Which measurement-related role did the compliance team perform at BioLooVitalis? Refer to scenario 8.

A company decided to use an algorithm that analyzes various attributes of customer behavior, such as browsing patterns and demographics, and groups customers based on their similar characteristics. This way.
the company will be able to identify frequent buyers and trend-followers, among others. What type of machine learning this the company using?