Credit Risk
Identifying Opportunities with Predictions
Predictive Insights from Data Mining
Data Mining in Business
Leveraging Big Data for Predictive Insights
The Power of Predictive Insights
Data Mining Frameworks for Analysis
Predictive Models for Business Success
Customer Analytics (K) 
Increased Customer Retention: By identifying at-
risk customers through analytics, businesses can implement targeted retention strategies
...Banking: Financial institutions analyze customer data to detect fraud, assess
credit risk, and improve customer satisfaction
...
Identifying Opportunities with Predictions 
The ability to identify opportunities through predictions allows businesses to stay ahead of the competition, mitigate
risks, and capitalize on market trends
...behavior prediction Improved targeting and personalized marketing strategies Finance
Credit scoring Reduced risk of default and better loan approval processes Healthcare Disease outbreak forecasting Enhanced
...
Predictive Insights from Data Mining 
Finance
Credit Scoring Enhanced
risk assessment and fraud detection
...
Data Mining in Business 
Spam detection,
credit scoring Regression Predicting a continuous-valued attribute associated with an object
...Sales forecasting,
risk assessment Clustering Grouping a set of objects in such a way that objects in the same group are more similar than those in other groups
...
Leveraging Big Data for Predictive Insights 
Risk Management: Organizations can identify potential risks and develop mitigation strategies based on predictive models
...Finance: Assessing
credit risk and detecting fraudulent transactions by analyzing historical data patterns
...
The Power of Predictive Insights 
Sales forecasting,
risk assessment Time Series Analysis Analyzing time-ordered data points to identify trends and seasonal patterns
...Finance: Financial institutions use predictive insights for
credit scoring, risk management, and fraud detection
...
Data Mining Frameworks for Analysis 
Risk management, fraud detection, customer insights
...Financial Services Data mining is crucial for risk assessment, fraud detection, and
credit scoring in the financial sector
...
Predictive Models for Business Success 
Finance
Credit scoring, fraud detection, and
risk assessment
...
Predictive Techniques 
Sales forecasting,
risk assessment Logistic Regression Used for binary classification problems
...Finance: Financial institutions use predictive techniques for
credit scoring, risk management, and fraud detection
...
Financial Analysis 
aspects of business management: Investment Decisions: Investors use financial analysis to evaluate the profitability and
risk associated with potential investments
...Credit Evaluation: Lenders analyze financial statements to determine the creditworthiness of borrowers
...
Geschäftsiee Selbstläufer 
Der Start in die eigene Selbständigkeit beginnt mit einer Geschäftsidee u.zw. weit vor der Gründung des Unternehmens. Ein gute Geschäftsidee mit neuartigen Ideen und weiteren positiven Eigenschaften wird zur
"Selbstläufer Geschäftsidee". Hier braucht es dann nicht mehr viel, bis ein grosser Erfolg entsteht ...