Breusch-Pagan Test Assignment Help

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Breusch-Pagan Test:

The Gold feld-Quandt test is sensitive to the number of central observations  omitted from  the data set. Secondly,  it is important  to  identify the variable X with which  the σ variance is related, as  the observations are arranged in increasing order of X.  

These limitations  of G-Q test is overcome by the B-P test.

The B-P test assumes the error term to be normally distributed. The steps given below are followed while carrying out the test.

  • Estimate the regression model by OLS and obtain  the estimated residuals  ,
  • Obtain2004_Breusch-Pagan Test.png,  which is the maximum likelihood estimator of variance  
  • Construct  variable  p, defined as2451_Breusch-Pagan Test1.png
  • Regressp,  on Z, where Z  is a non-stochastic variable (any explanatory variable or combination of some explanatory variables can serve as Z)  such that 1020_Breusch-Pagan Test2.png
  • Obtain ESS from the above  regressioil and take1561_Breusch-Pagan Test3.pngas  the test statistic.

 

In the above θ follows chi-square distribution with (m-1)  degrees of freedom. We compare the θ value obtained above with  the critical value of chi-square.  If the observed value  of x2 exceeds  the  critical value then the hypothesis  of hombscedasticity  is  rejected.

Most of the econometric software give results of the B-P test statistic.

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