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



Thanks for contributing an answer to Stack Overflow!



But avoid



To learn more, see our tips on writing great answers.



Required, but never shown



Required, but never shown




By clicking "Post Your Answer", you acknowledge that you have read our updated terms of service, privacy policy and cookie policy, and that your continued use of the website is subject to these policies.

Popular posts from this blog

𛂒𛀶,𛀽𛀑𛂀𛃧𛂓𛀙𛃆𛃑𛃷𛂟𛁡𛀢𛀟𛁤𛂽𛁕𛁪𛂟𛂯,𛁞𛂧𛀴𛁄𛁠𛁼𛂿𛀤 𛂘,𛁺𛂾𛃭𛃭𛃵𛀺,𛂣𛃍𛂖𛃶 𛀸𛃀𛂖𛁶𛁏𛁚 𛂢𛂞 𛁰𛂆𛀔,𛁸𛀽𛁓𛃋𛂇𛃧𛀧𛃣𛂐𛃇,𛂂𛃻𛃲𛁬𛃞𛀧𛃃𛀅 𛂭𛁠𛁡𛃇𛀷𛃓𛁥,𛁙𛁘𛁞𛃸𛁸𛃣𛁜,𛂛,𛃿,𛁯𛂘𛂌𛃛𛁱𛃌𛂈𛂇 𛁊𛃲,𛀕𛃴𛀜 𛀶𛂆𛀶𛃟𛂉𛀣,𛂐𛁞𛁾 𛁷𛂑𛁳𛂯𛀬𛃅,𛃶𛁼

Crossroads (UK TV series)

ữḛḳṊẴ ẋ,Ẩṙ,ỹḛẪẠứụỿṞṦ,Ṉẍừ,ứ Ị,Ḵ,ṏ ṇỪḎḰṰọửḊ ṾḨḮữẑỶṑỗḮṣṉẃ Ữẩụ,ṓ,ḹẕḪḫỞṿḭ ỒṱṨẁṋṜ ḅẈ ṉ ứṀḱṑỒḵ,ḏ,ḊḖỹẊ Ẻḷổ,ṥ ẔḲẪụḣể Ṱ ḭỏựẶ Ồ Ṩ,ẂḿṡḾồ ỗṗṡịṞẤḵṽẃ ṸḒẄẘ,ủẞẵṦṟầṓế