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DMCT-NOTES/unit 5/05_Applications_and_Impact.md
2025-11-24 16:55:19 +05:30

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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.