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What are the essential steps in a predictive modeling project?

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It consists of the following steps -

Establish business objective of a predictive model

Pull Historical Data - Internal and External

Select Observation and Performance Window

Create newly derived variables

Split Data into Training, Validation and Test Samples

Clean Data - Treatment of Missing Values and Outliers

Variable Reduction / Selection

Variable Transformation

Develop Model

Validate Model

Check Model Performance

Deploy Model

Monitor Model

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