109 Views

what is meant by heteroscedasticity? describe any method of testing for the presence of heteroscedasticity


afishabu333 19th May, 2022
Answers (2)
Prachi Panda 20th May, 2022

Hello,

In statistics, heteroskedasticity (or heteroscedasticity) happens when the standard deviations of a predicted variable, monitored over different values of an independent variable or as related to prior time periods, are non-constant.

There are three primary ways to test for heteroskedasticity. You can check it visually for cone-shaped data, use the simple Breusch-Pagan test for normally distributed data, or you can use the White test as a general model.

Thank you.


Sakshi Sharma 20th May, 2022

Hello aspirant ,

I hope you are fine. As per your mentioned query, heteroscedasticity in statistics happened when the standard deviations of a predicted variables, monitored over different value of an independent variable or as related to prior time periods , non constant.

There are several methods by which the presence of  heteroscedasticity can be tested. The most widely used test for heteroscedasticity is the Breusch - pagan test . This test uses multiple linear regression , where the outcome variable is the squares residuals. The predictors are the same predictor variable as used in the original mode.

I hope this will be helpful for you.

Revert back for further queries.

Good wishes !!

Related Questions

Amity University-Noida B.Tech...
Apply
Among top 100 Universities Globally in the Times Higher Education (THE) Interdisciplinary Science Rankings 2026
BML Munjal University | B.Tec...
Apply
A Hero Group Initiative | Up to 100% Scholarships | Highest CTC 32.99 LPA | Average CTC 8.45 LPA | Accepts JEE Score | Applications Closing Soon!
SRM University A.P UG Admissi...
Apply
UG Admissions Open 2026 | Highest CTC 52 LPA | Average CTC 9.09 LPA | 60+ Collaborations with the world's best Universities
SRM University Chennai BBA/MBA
Apply
NAAC A++ Accredited | Ranked #12 by NIRF
SRM University, Chennai Law U...
Apply
NAAC A++ Accredited | Ranked #11 by NIRF
Amity University-Noida MBA Ad...
Apply
Ranked among top 10 B-Schools in India by multiple publications | Top Recruiters-Google, MicKinsey, Amazon, BCG & many more.
View All Application Forms

Download the Careers360 App on your Android phone

Regular exam updates, QnA, Predictors, College Applications & E-books now on your Mobile

150M+ Students
30,000+ Colleges
500+ Exams
1500+ E-books