SlideShare a Scribd company logo
Can Variance Inflation factors be used to detect Heteroscedasticity problem in the regression
analysis
Solution
Variance inflation factors (VIF) measure how much the variance of the estimated regression
coefficients are inflated as compared to when the predictor variables are not linearly related.
Use to describe how much multicollinearity (correlation between predictors) exists in a
regression analysis. Multicollinearity is problematic because it can increase the variance of the
regression coefficients, making them unstable and difficult to interpret.
Use the following guidelines to interpret the VIF:VIFStatus of predictorsVIF = 1Not correlated1
< VIF < 5Moderately correlatedVIF > 5 to 10Highly correlated

More Related Content

More from arpitaeron555

For each of the given functions, list the domain and range. Also list.pdf
For each of the given functions, list the domain and range. Also list.pdfFor each of the given functions, list the domain and range. Also list.pdf
For each of the given functions, list the domain and range. Also list.pdf
arpitaeron555
 
Given to girls born in the U.S. in the years The tables below give t.pdf
Given to girls born in the U.S. in the years  The tables below give t.pdfGiven to girls born in the U.S. in the years  The tables below give t.pdf
Given to girls born in the U.S. in the years The tables below give t.pdf
arpitaeron555
 
How do open source projects work How is it different from closed sou.pdf
How do open source projects work How is it different from closed sou.pdfHow do open source projects work How is it different from closed sou.pdf
How do open source projects work How is it different from closed sou.pdf
arpitaeron555
 
Ferdinand is affected by hemophilia, a recessive x-linked condition..pdf
Ferdinand is affected by hemophilia, a recessive x-linked condition..pdfFerdinand is affected by hemophilia, a recessive x-linked condition..pdf
Ferdinand is affected by hemophilia, a recessive x-linked condition..pdf
arpitaeron555
 
Explain whether you think IFRS and GAAP will be fully converged. Wha.pdf
Explain whether you think IFRS and GAAP will be fully converged. Wha.pdfExplain whether you think IFRS and GAAP will be fully converged. Wha.pdf
Explain whether you think IFRS and GAAP will be fully converged. Wha.pdf
arpitaeron555
 
Does the following picture depict a function It so, is it a one to o.pdf
Does the following picture depict a function It so, is it a one to o.pdfDoes the following picture depict a function It so, is it a one to o.pdf
Does the following picture depict a function It so, is it a one to o.pdf
arpitaeron555
 
Do patients have health care rights that are not legal or statuatory.pdf
Do patients have health care rights that are not legal or statuatory.pdfDo patients have health care rights that are not legal or statuatory.pdf
Do patients have health care rights that are not legal or statuatory.pdf
arpitaeron555
 
Describe the authentication process in the figure below Solutio.pdf
Describe the authentication process in the figure below  Solutio.pdfDescribe the authentication process in the figure below  Solutio.pdf
Describe the authentication process in the figure below Solutio.pdf
arpitaeron555
 
Discuss the history of bureaucratic and administrative management..pdf
Discuss the history of bureaucratic and administrative management..pdfDiscuss the history of bureaucratic and administrative management..pdf
Discuss the history of bureaucratic and administrative management..pdf
arpitaeron555
 
Describe or explain how SNPs in genes at evolutionary conserved brea.pdf
Describe or explain how SNPs in genes at evolutionary conserved brea.pdfDescribe or explain how SNPs in genes at evolutionary conserved brea.pdf
Describe or explain how SNPs in genes at evolutionary conserved brea.pdf
arpitaeron555
 
Data x word 23 y word -3 Write assembly code for the following p.pdf
Data  x word 23  y word -3  Write assembly code for the following p.pdfData  x word 23  y word -3  Write assembly code for the following p.pdf
Data x word 23 y word -3 Write assembly code for the following p.pdf
arpitaeron555
 
A study undertaken by the Miami-Dade Supervisor of Elections in 2002.pdf
A study undertaken by the Miami-Dade Supervisor of Elections in 2002.pdfA study undertaken by the Miami-Dade Supervisor of Elections in 2002.pdf
A study undertaken by the Miami-Dade Supervisor of Elections in 2002.pdf
arpitaeron555
 
Among the developing Ceratopteris gametophytes, what proportion o.pdf
Among the developing Ceratopteris gametophytes, what proportion o.pdfAmong the developing Ceratopteris gametophytes, what proportion o.pdf
Among the developing Ceratopteris gametophytes, what proportion o.pdf
arpitaeron555
 
Answer questions 11-15 with a short paragraph of 5-9 lines.11.Publ.pdf
Answer questions 11-15 with a short paragraph of 5-9 lines.11.Publ.pdfAnswer questions 11-15 with a short paragraph of 5-9 lines.11.Publ.pdf
Answer questions 11-15 with a short paragraph of 5-9 lines.11.Publ.pdf
arpitaeron555
 
A conductor of length l lies along the x axis with current I in the +.pdf
A conductor of length l lies along the x axis with current I in the +.pdfA conductor of length l lies along the x axis with current I in the +.pdf
A conductor of length l lies along the x axis with current I in the +.pdf
arpitaeron555
 
35. What would be a strong suggestion of convergent evolution from m.pdf
35. What would be a strong suggestion of convergent evolution from m.pdf35. What would be a strong suggestion of convergent evolution from m.pdf
35. What would be a strong suggestion of convergent evolution from m.pdf
arpitaeron555
 
1. (with APA reference )Describe in detail the roles that the follow.pdf
1. (with APA reference )Describe in detail the roles that the follow.pdf1. (with APA reference )Describe in detail the roles that the follow.pdf
1. (with APA reference )Describe in detail the roles that the follow.pdf
arpitaeron555
 
Why is the answer E. coli B Benders Experiments Mutations rll1 an.pdf
Why is the answer E. coli B Benders Experiments Mutations rll1 an.pdfWhy is the answer E. coli B Benders Experiments Mutations rll1 an.pdf
Why is the answer E. coli B Benders Experiments Mutations rll1 an.pdf
arpitaeron555
 
Which of the following is a valid form of attack against ARPA. Fl.pdf
Which of the following is a valid form of attack against ARPA. Fl.pdfWhich of the following is a valid form of attack against ARPA. Fl.pdf
Which of the following is a valid form of attack against ARPA. Fl.pdf
arpitaeron555
 
What is the best way to test if males and females differ in their pr.pdf
What is the best way to test if males and females differ in their pr.pdfWhat is the best way to test if males and females differ in their pr.pdf
What is the best way to test if males and females differ in their pr.pdf
arpitaeron555
 

More from arpitaeron555 (20)

For each of the given functions, list the domain and range. Also list.pdf
For each of the given functions, list the domain and range. Also list.pdfFor each of the given functions, list the domain and range. Also list.pdf
For each of the given functions, list the domain and range. Also list.pdf
 
Given to girls born in the U.S. in the years The tables below give t.pdf
Given to girls born in the U.S. in the years  The tables below give t.pdfGiven to girls born in the U.S. in the years  The tables below give t.pdf
Given to girls born in the U.S. in the years The tables below give t.pdf
 
How do open source projects work How is it different from closed sou.pdf
How do open source projects work How is it different from closed sou.pdfHow do open source projects work How is it different from closed sou.pdf
How do open source projects work How is it different from closed sou.pdf
 
Ferdinand is affected by hemophilia, a recessive x-linked condition..pdf
Ferdinand is affected by hemophilia, a recessive x-linked condition..pdfFerdinand is affected by hemophilia, a recessive x-linked condition..pdf
Ferdinand is affected by hemophilia, a recessive x-linked condition..pdf
 
Explain whether you think IFRS and GAAP will be fully converged. Wha.pdf
Explain whether you think IFRS and GAAP will be fully converged. Wha.pdfExplain whether you think IFRS and GAAP will be fully converged. Wha.pdf
Explain whether you think IFRS and GAAP will be fully converged. Wha.pdf
 
Does the following picture depict a function It so, is it a one to o.pdf
Does the following picture depict a function It so, is it a one to o.pdfDoes the following picture depict a function It so, is it a one to o.pdf
Does the following picture depict a function It so, is it a one to o.pdf
 
Do patients have health care rights that are not legal or statuatory.pdf
Do patients have health care rights that are not legal or statuatory.pdfDo patients have health care rights that are not legal or statuatory.pdf
Do patients have health care rights that are not legal or statuatory.pdf
 
Describe the authentication process in the figure below Solutio.pdf
Describe the authentication process in the figure below  Solutio.pdfDescribe the authentication process in the figure below  Solutio.pdf
Describe the authentication process in the figure below Solutio.pdf
 
Discuss the history of bureaucratic and administrative management..pdf
Discuss the history of bureaucratic and administrative management..pdfDiscuss the history of bureaucratic and administrative management..pdf
Discuss the history of bureaucratic and administrative management..pdf
 
Describe or explain how SNPs in genes at evolutionary conserved brea.pdf
Describe or explain how SNPs in genes at evolutionary conserved brea.pdfDescribe or explain how SNPs in genes at evolutionary conserved brea.pdf
Describe or explain how SNPs in genes at evolutionary conserved brea.pdf
 
Data x word 23 y word -3 Write assembly code for the following p.pdf
Data  x word 23  y word -3  Write assembly code for the following p.pdfData  x word 23  y word -3  Write assembly code for the following p.pdf
Data x word 23 y word -3 Write assembly code for the following p.pdf
 
A study undertaken by the Miami-Dade Supervisor of Elections in 2002.pdf
A study undertaken by the Miami-Dade Supervisor of Elections in 2002.pdfA study undertaken by the Miami-Dade Supervisor of Elections in 2002.pdf
A study undertaken by the Miami-Dade Supervisor of Elections in 2002.pdf
 
Among the developing Ceratopteris gametophytes, what proportion o.pdf
Among the developing Ceratopteris gametophytes, what proportion o.pdfAmong the developing Ceratopteris gametophytes, what proportion o.pdf
Among the developing Ceratopteris gametophytes, what proportion o.pdf
 
Answer questions 11-15 with a short paragraph of 5-9 lines.11.Publ.pdf
Answer questions 11-15 with a short paragraph of 5-9 lines.11.Publ.pdfAnswer questions 11-15 with a short paragraph of 5-9 lines.11.Publ.pdf
Answer questions 11-15 with a short paragraph of 5-9 lines.11.Publ.pdf
 
A conductor of length l lies along the x axis with current I in the +.pdf
A conductor of length l lies along the x axis with current I in the +.pdfA conductor of length l lies along the x axis with current I in the +.pdf
A conductor of length l lies along the x axis with current I in the +.pdf
 
35. What would be a strong suggestion of convergent evolution from m.pdf
35. What would be a strong suggestion of convergent evolution from m.pdf35. What would be a strong suggestion of convergent evolution from m.pdf
35. What would be a strong suggestion of convergent evolution from m.pdf
 
1. (with APA reference )Describe in detail the roles that the follow.pdf
1. (with APA reference )Describe in detail the roles that the follow.pdf1. (with APA reference )Describe in detail the roles that the follow.pdf
1. (with APA reference )Describe in detail the roles that the follow.pdf
 
Why is the answer E. coli B Benders Experiments Mutations rll1 an.pdf
Why is the answer E. coli B Benders Experiments Mutations rll1 an.pdfWhy is the answer E. coli B Benders Experiments Mutations rll1 an.pdf
Why is the answer E. coli B Benders Experiments Mutations rll1 an.pdf
 
Which of the following is a valid form of attack against ARPA. Fl.pdf
Which of the following is a valid form of attack against ARPA. Fl.pdfWhich of the following is a valid form of attack against ARPA. Fl.pdf
Which of the following is a valid form of attack against ARPA. Fl.pdf
 
What is the best way to test if males and females differ in their pr.pdf
What is the best way to test if males and females differ in their pr.pdfWhat is the best way to test if males and females differ in their pr.pdf
What is the best way to test if males and females differ in their pr.pdf
 

Recently uploaded

678020731-Sumas-y-Restas-Para-Colorear.pdf
678020731-Sumas-y-Restas-Para-Colorear.pdf678020731-Sumas-y-Restas-Para-Colorear.pdf
678020731-Sumas-y-Restas-Para-Colorear.pdf
CarlosHernanMontoyab2
 
Palestine last event orientationfvgnh .pptx
Palestine last event orientationfvgnh .pptxPalestine last event orientationfvgnh .pptx
Palestine last event orientationfvgnh .pptx
RaedMohamed3
 
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup   New Member Orientation and Q&A (May 2024).pdfWelcome to TechSoup   New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
TechSoup
 
Chapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptxChapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptx
Mohd Adib Abd Muin, Senior Lecturer at Universiti Utara Malaysia
 
Digital Tools and AI for Teaching Learning and Research
Digital Tools and AI for Teaching Learning and ResearchDigital Tools and AI for Teaching Learning and Research
Digital Tools and AI for Teaching Learning and Research
Vikramjit Singh
 
BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...
BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...
BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...
Nguyen Thanh Tu Collection
 
The geography of Taylor Swift - some ideas
The geography of Taylor Swift - some ideasThe geography of Taylor Swift - some ideas
The geography of Taylor Swift - some ideas
GeoBlogs
 
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
EugeneSaldivar
 
Honest Reviews of Tim Han LMA Course Program.pptx
Honest Reviews of Tim Han LMA Course Program.pptxHonest Reviews of Tim Han LMA Course Program.pptx
Honest Reviews of Tim Han LMA Course Program.pptx
timhan337
 
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCECLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
BhavyaRajput3
 
Instructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptxInstructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptx
Jheel Barad
 
The approach at University of Liverpool.pptx
The approach at University of Liverpool.pptxThe approach at University of Liverpool.pptx
The approach at University of Liverpool.pptx
Jisc
 
Additional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdfAdditional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdf
joachimlavalley1
 
How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17
Celine George
 
The Challenger.pdf DNHS Official Publication
The Challenger.pdf DNHS Official PublicationThe Challenger.pdf DNHS Official Publication
The Challenger.pdf DNHS Official Publication
Delapenabediema
 
Acetabularia Information For Class 9 .docx
Acetabularia Information For Class 9  .docxAcetabularia Information For Class 9  .docx
Acetabularia Information For Class 9 .docx
vaibhavrinwa19
 
Embracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic ImperativeEmbracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic Imperative
Peter Windle
 
"Protectable subject matters, Protection in biotechnology, Protection of othe...
"Protectable subject matters, Protection in biotechnology, Protection of othe..."Protectable subject matters, Protection in biotechnology, Protection of othe...
"Protectable subject matters, Protection in biotechnology, Protection of othe...
SACHIN R KONDAGURI
 
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdfAdversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Po-Chuan Chen
 
Language Across the Curriculm LAC B.Ed.
Language Across the  Curriculm LAC B.Ed.Language Across the  Curriculm LAC B.Ed.
Language Across the Curriculm LAC B.Ed.
Atul Kumar Singh
 

Recently uploaded (20)

678020731-Sumas-y-Restas-Para-Colorear.pdf
678020731-Sumas-y-Restas-Para-Colorear.pdf678020731-Sumas-y-Restas-Para-Colorear.pdf
678020731-Sumas-y-Restas-Para-Colorear.pdf
 
Palestine last event orientationfvgnh .pptx
Palestine last event orientationfvgnh .pptxPalestine last event orientationfvgnh .pptx
Palestine last event orientationfvgnh .pptx
 
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup   New Member Orientation and Q&A (May 2024).pdfWelcome to TechSoup   New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
 
Chapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptxChapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptx
 
Digital Tools and AI for Teaching Learning and Research
Digital Tools and AI for Teaching Learning and ResearchDigital Tools and AI for Teaching Learning and Research
Digital Tools and AI for Teaching Learning and Research
 
BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...
BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...
BÀI TẬP BỔ TRỢ TIẾNG ANH GLOBAL SUCCESS LỚP 3 - CẢ NĂM (CÓ FILE NGHE VÀ ĐÁP Á...
 
The geography of Taylor Swift - some ideas
The geography of Taylor Swift - some ideasThe geography of Taylor Swift - some ideas
The geography of Taylor Swift - some ideas
 
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
 
Honest Reviews of Tim Han LMA Course Program.pptx
Honest Reviews of Tim Han LMA Course Program.pptxHonest Reviews of Tim Han LMA Course Program.pptx
Honest Reviews of Tim Han LMA Course Program.pptx
 
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCECLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
 
Instructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptxInstructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptx
 
The approach at University of Liverpool.pptx
The approach at University of Liverpool.pptxThe approach at University of Liverpool.pptx
The approach at University of Liverpool.pptx
 
Additional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdfAdditional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdf
 
How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17
 
The Challenger.pdf DNHS Official Publication
The Challenger.pdf DNHS Official PublicationThe Challenger.pdf DNHS Official Publication
The Challenger.pdf DNHS Official Publication
 
Acetabularia Information For Class 9 .docx
Acetabularia Information For Class 9  .docxAcetabularia Information For Class 9  .docx
Acetabularia Information For Class 9 .docx
 
Embracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic ImperativeEmbracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic Imperative
 
"Protectable subject matters, Protection in biotechnology, Protection of othe...
"Protectable subject matters, Protection in biotechnology, Protection of othe..."Protectable subject matters, Protection in biotechnology, Protection of othe...
"Protectable subject matters, Protection in biotechnology, Protection of othe...
 
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdfAdversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
 
Language Across the Curriculm LAC B.Ed.
Language Across the  Curriculm LAC B.Ed.Language Across the  Curriculm LAC B.Ed.
Language Across the Curriculm LAC B.Ed.
 

Can Variance Inflation factors be used to detect Heteroscedasticity .pdf

  • 1. Can Variance Inflation factors be used to detect Heteroscedasticity problem in the regression analysis Solution Variance inflation factors (VIF) measure how much the variance of the estimated regression coefficients are inflated as compared to when the predictor variables are not linearly related. Use to describe how much multicollinearity (correlation between predictors) exists in a regression analysis. Multicollinearity is problematic because it can increase the variance of the regression coefficients, making them unstable and difficult to interpret. Use the following guidelines to interpret the VIF:VIFStatus of predictorsVIF = 1Not correlated1 < VIF < 5Moderately correlatedVIF > 5 to 10Highly correlated