Credit Risk
Data
Data Mining Fundamentals
Models
Data Mining
Financial Analysis
Key Benefits of Predictive Analytics Usage
Research
Information 
It plays a vital role in various business functions, including: Sales Forecasting Customer Segmentation
Risk Management Inventory Optimization 2
...Classification Techniques Assigns items to predefined categories Spam detection,
credit scoring Clustering Groups similar items based on characteristics Market segmentation, social network analysis
...
Data operations, including: Decision Making: Businesses rely on data to make informed decisions, reducing uncertainty and
risk ...Finance
Credit scoring and fraud detection
...
Data Mining Fundamentals Risk Management: Assessing risks and predicting potential losses
...Email filtering,
credit scoring, diagnosis in healthcare
...
Models Common applications include: Sales forecasting Customer behavior prediction
Risk assessment Descriptive Models Descriptive models summarize past data to provide insights into what has happened
...Customer segmentation,
credit scoring Neural Networks Computational models inspired by human brain networks
...
Data Mining It is widely used in various industries for tasks such as market analysis, fraud detection, customer retention, and
risk management
...Finance: Fraud detection, risk management, and
credit scoring
...
Financial Analysis Risk Assessment: Identifying and analyzing potential risks that could affect financial outcomes, including market risk,
credit risk, and operational risk
...
Key Benefits of Predictive Analytics Usage Churn Prediction: Identifying customers at
risk of leaving allows companies to take proactive measures to retain them
...Credit Risk Assessment: Financial institutions can use predictive analytics to evaluate the creditworthiness of potential borrowers
...
Research Risk Management: Identifying potential risks and opportunities allows businesses to mitigate losses
...Improved inventory management and personalized marketing Finance
Credit scoring Reduced default rates and better risk assessment Healthcare Patient outcome prediction Enhanced patient
...
Data Mining Techniques for BI Customer segmentation,
credit scoring, and
risk assessment
...
Areas Finance In the finance sector, big data analytics is crucial for
risk management, fraud detection, and customer insights
...Important areas include: Risk Assessment: Using data to evaluate
credit risk and investment opportunities
...
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