Regression with categorical variable as dependent variable and mixed independent variables along with presence of multicollinearity

Regression with categorical variable as dependent variable and mixed independent variables along with presence of multicollinearity



So I have this data of a company who is facing high attrition rate. So I am trying to find out the significant variables on which Attrition depends. So for that, I did logistic regression with Attrition rate as a dependent variable. But the p values for all of them are coming out to be around 1. ( I guess that is because of multicollinearity. For this I checked multicollinearity with correlation matrix and removed some variable also, but still the p values are zero. I also did VIF to select the variables with values less than 10, but even then the p values of the model are around 1.)



Please help me with this. (I did check if the categorical variables are "factors")enter image description here


fit1<-glm(Attrition~Age+BusinessTravel+Distance.From.Home+Education.Field+Gender+
Job.Satisfaction+Marital.Status+Over.Time+
Percent.Salary.Hike+Performance.Rating+Relationship.Satisfaction+
Total.Working.Years+Years.At.Company+Years.In.Current.Role+Years.Since.Last.Promotion+Years.With.Curr.Manager, family = "binomial")






please add a reproducible dataset

– Salman Lashkarara
Sep 8 '18 at 19:20






docs.google.com/spreadsheets/d/… Please find the data attached. :)

– Xexus
Sep 9 '18 at 17:18







Help us out here and use dput to paste a Minimal, Complete, and Verifiable example of your data into the question itself

– divibisan
Sep 12 '18 at 18:51


dput




0



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