Thursday, 21 April 2022

DS #3 Types of DSA

 Types of Analytics





Descriptive [ What]

 - Depends upon past and historical data 

 - Metrics : mean, Media, Mode, SD, Quartiles, 

   aggregation and summary statistics

 

Diagnostic [Why]

   - What happened

   - Rooted in the past and based on probability

   - techniques: PCA, Sensitivity Analysis, Regression Analysis    - Identify Outliers, Isolate Patterns, Uncover relationships


Predictive [IF]

   - What might happen if specific occur

   - Based on probability

   - Techniques : Quantities, predictive modeling, Machine Learning Algorithms



Prescriptive:[How]

   - Best Action for better performance

   - Future SoP

   - Simulation Anlysis, Recommendation Systems, AI & NN


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