Which predictive analytics technique predicts if there is fraud (vs no fraud) present in their financial statements?
Question
Which predictive analytics technique predicts if there is fraud (vs no fraud) present in their financial statements?
Solution
The predictive analytics technique that is often used to predict if there is fraud (vs no fraud) present in financial statements is called Logistic Regression.
Here are the steps to use Logistic Regression for fraud detection:
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Data Collection: Gather historical data where instances of fraud and no fraud are known. This data should include various financial indicators and variables that could potentially be linked to fraudulent activities.
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Data Preprocessing: Clean the data by handling missing values, outliers, and irrelevant variables. Also, ensure that the data is balanced. In many cases, instances of fraud are much less frequent than instances of no fraud. This imbalance can bias the model towards predicting no fraud. Techniques like oversampling the minority class (fraud) or undersampling the
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