Credit Risk
Usage
Big Data Technologies Transforming Industries
Using Data to Drive Predictions
Capability
Resource Management
Data Insights
Impactful Predictive Insights
Future of Business Predictions 
Market trend analysis,
risk management, operational optimization
...Finance
Credit Scoring Improves risk assessment and decision-making regarding loan approvals
...
Data Mining Methodologies Market Basket Analysis Healthcare Patient Segmentation Finance
Risk Assessment 2
...Reinforcement Learning Applications: Industry Application Finance
Credit Scoring Retail Personalized Recommendations Transportation Route Optimization 3
...
Usage Risk Management: Big data plays a crucial role in identifying and mitigating risks
...Financial institutions use big data to detect fraudulent activities and assess
credit risks
...
Big Data Technologies Transforming Industries Some applications include: Predictive Analytics: Identifying potential health
risks and preventing disease outbreaks
...Risk Management: Assessing
credit risk and market trends
...
Using Data to Drive Predictions Sales forecasting,
risk assessment Time Series Analysis Analyzing data points collected or recorded at specific time intervals
...Finance In the financial sector, predictive analytics is used for risk assessment, fraud detection, and
credit scoring
...
Capability Case Study 3: Financial Services A financial institution adopted prescriptive analytics to enhance
risk management
...By using predictive models to assess
credit risk, the organization improved its loan approval process, resulting in a 30% reduction in default rates
...
Resource Management Financial Resources: The funds available for use in the organization, including cash, investments, and
credit ...Risk Management: Identifying and mitigating risks associated with resource shortages or misallocation
...
Data Insights 2 Finance In finance, organizations utilize data insights for
risk assessment and fraud detection
...Common applications include:
Credit scoring Portfolio management Algorithmic trading 4
...
Impactful Predictive Insights Finance
Credit Scoring Improves
risk assessment and reduces default rates
...
Financial Metrics Accounts Receivable Turnover Net
Credit Sales / Average Accounts Receivable Measures how efficiently a company collects on its accounts receivable
...These metrics are essential for assessing financial
risk ...
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