# Applications and Social Impact ## Applications of Data Mining Data mining is used everywhere! 1. **Healthcare**: Predicting diseases, finding side effects of drugs. 2. **Retail (Market Basket Analysis)**: Placing Bread near Butter to increase sales. 3. **Finance**: Detecting credit card fraud, approving loans. 4. **Education**: Tracking student performance to help them improve. 5. **Crime**: Identifying crime hotspots and predicting criminal behavior. ## Social Impact and Issues ### Positive Impact - **Convenience**: Personalized recommendations save time. - **Safety**: Fraud detection and medical diagnosis save money and lives. ### Negative Impact (Ethical Issues) 1. **Privacy Invasion**: Companies know too much about you. 2. **Discrimination**: Profiling can lead to unfair treatment (e.g., denying loans based on where you live). 3. **Security**: Large databases can be hacked (Data Breaches). 4. **Manipulation**: Targeted ads can influence your behavior or political views.