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2 . Suppose that you have analyzed thousands of approved loan applications and whether the loans were paid in full or resulted in default. You
Suppose that you have analyzed thousands of approved loan applications and whether the loans were paid in full or resulted in default. You have developed a model that uses the application data to predict whether the loan would result in default or full payment. The model has been applied to a hold out sample of loans to see how it would perform in practice. The results are summarized in the confusion matrix below. In this setting, we consider a positive outcome to be paid in full.
PredictionTruth Paid Default Total
Paid
Default
Total
bWhat is the sensitivity rate for the model? Explain the meaning of this sensitivity rate in words the bank manager would understand.
cWhat is the specificity rate for the model? Explain the meaning of this specificity rate in words the bank manager would understand.
d What is the false omission rate for the model? Explain the meaning of this false omission rate in words the bank manager would understand.
eWhat is the false detection rate for the model? Explain the meaning of this false detection rate in words the bank manager would understand
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