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Data Analysis with STATA

You're reading from   Data Analysis with STATA Explore the big data field and learn how to perform data analytics and predictive modelling in STATA

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Product type Paperback
Published in Oct 2015
Publisher Packt
ISBN-13 9781782173175
Length 176 pages
Edition 1st Edition
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Toc

Table of Contents (11) Chapters Close

Preface 1. Introduction to Stata and Data Analytics FREE CHAPTER 2. Stata Programming and Data Management 3. Data Visualization 4. Important Statistical Tests in Stata 5. Linear Regression in Stata 6. Logistic Regression in Stata 7. Survey Analysis in Stata 8. Time Series Analysis in Stata 9. Survival Analysis in Stata Index

Variance inflation factor and multicollinearity


What if your independent variables are related to each other, for example, the date of birth and age? Both variables are related to each other or can be derived with one variable. In this case, the regression equation will have an additive effect due to similarities between the variables; the value of the predicted values can be inflated. This condition is called multicollinearity. It can be treated using variance inflation factor (VIF) The VIF for the given variable indicates how correlated it is compared to other variables. The preceding VIF cutoffs are considered to be multicollinear, which are set at industry level. Healthcare and marketing data generally have a cutoff of 3. Each variable that has a VIF higher than 3 is considered to be multicollinear and is dropped from the model. In the case of multicollinearity, coefficients of the variables become unstable and standard errors are inflated.

Here is the Stata code to detect multicollinearity...

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