Exam Pass Pro تحضير شامل لشهادات CIA & IAP — بنك أسئلة تفاعلي وملخصات رقمية آمنة
سؤال #113 CIA_Part3_349_MCQ_Arabic_SameStyle416_FullArabicOptions فتح الاختبار ↗
السؤال — عربي
يقوم نشاط تدقيق داخلي بتجربة نموذج تحليلات البيانات يهدف إلى تحديد الشذوذ في مدفوعات الموردين ومؤشرات الاحتيال المحتملة. ما هو المعيار الأكثر ملاءمة لتقييم نجاح النموذج التجريبي؟
Question — English
An internal audit activity is piloting a data analytics model, which aims to identify anomalies in payments to vendors and potential fraud indicators. Which of the following would be the most appropriate criteria for assessing the success of the piloted model?
الخيارات — عربي
A النسبة المئوية للحالات التي تم تمييزها بواسطة النموذج وتم تأكيدها إنها إيجابية.
B تكاليف تطوير النموذج وصيانته.
C ملاحظات المدققين المشاركين في تطوير النموذج.
D عدد التحقيقات الجنائية التي تم إجراؤها بناءً على نتائج النموذج.
Options — English
A The percentage of cases flagged by the model and confirmed as positives.
B The development and maintenance costs associated with the model
C The feedback of auditors involved with developing the model.
D The number of criminal investigations initiated based on the outcomes of the model
💡 A. The percentage of cases flagged by the model and confirmed as positives: This is the best criterion for assessing the model's success because it measures its accuracy and effectiveness in identifying actual anomalies and fraud cases. A high confirmation rate indicates that the model is reliable and minimizes false positives. B. The development and maintenance costs associated with the model: While cost efficiency is important, it does not directly assess the model's ability to detect fraud or anomalies. A low-cost model that performs poorly is not successful. C. The feedback of auditors involved with developing the model: While auditor feedback is valuable, it is subjective and does not provide a concrete measure of the model’s effectiveness. The model should be assessed based on objective performance indicators. D. The number of criminal investigations initiated based on the outcomes of the model: This is not the best measure because investigations depend on multiple factors, including legal thresholds and company policies. A successful model should identify actual fraud cases, regardless of whether they lead to formal investigations.