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EncartaLabs

Predictive Modeling Using Logistic Regression

( Duration: 2 Days )

The Predictive Modeling Using Logistic Regression training course covers predictive modeling using SAS/STAT software with emphasis on the LOGISTIC procedure. This course also discusses selecting variables and interactions, recoding categorical variables based on the smooth weight of evidence, assessing models, treating missing values and using efficiency techniques for massive data sets.

By attending Predictive Modeling Using Logistic Regression workshop, delegates will learn to:

  • Use logistic regression to model an individual's behavior as a function of known inputs
  • Create effect plots and odds ratio plots using ODS Statistical Graphics
  • Handle missing data values
  • Tackle multicollinearity in your predictors
  • Assess model performance and compare models

  • Have experience executing SAS programs and creating SAS data sets
  • Have experience building statistical models using SAS software
  • Knowledge of linear regression and logistic regression

This Predictive Modeling Using Logistic Regression class is ideal for Modelers, analysts and statisticians who need to build predictive models, particularly models from the banking, financial services, direct marketing, insurance and telecommunications industries.

COURSE AGENDA

1

Predictive Modeling

  • Business applications
  • Analytical challenges
2

Fitting the Model

  • Parameter estimation
  • Adjustments for oversampling
3

Preparing the Input Variables

  • Missing values
  • Categorical inputs
  • Variable clustering
  • Variable screening
  • Subset selection
4

Classifier Performance

  • ROC curves and Lift charts
  • Optimal cutoffs
  • K-S statistic
  • C statistic
  • Profit
  • Evaluating a series of models

Encarta Labs Advantage

  • One Stop Corporate Training Solution Providers for over 6,000 various courses on a variety of subjects
  • All courses are delivered by Industry Veterans
  • Get jumpstarted from newbie to production ready in a matter of few days
  • Trained more than 50,000 Corporate executives across the Globe
  • All our trainings are conducted in workshop mode with more focus on hands-on sessions

View our other course offerings by visiting https://www.encartalabs.com/course-catalogue-all.php

Contact us for delivering this course as a public/open-house workshop/online training for a group of 10+ candidates.

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