Types of Data Analysis
Descriptive:
- We just describle the existing Data merely by observing the Data.
- We do not predict or forecast anything using the data
- It is Exploratory Data Analysis (EDA)
Predictive:
- Classification based on existing Data Sample eg.
- Titanic Survival based on variables viz. age/no.of family members/boarding point
- Banking: Will the person default Loan based on variables viz. Age/Annual Income/CIBIL Score
- Predict future rows based on existing data
- Test Model (80:20 approach)
- Forecast based on historic data (Forecasting is time-based)
Prescriptive:
- Recommend changes to the variables based on study of the Data (identifying relation between variables)
- Provide Leavers
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