The breusch-pagan test, Advanced Statistics

Assignment Help:

The Null Hypothesis - H0:  There is no heteroscedasticity i.e. β1 = 0

The Alternative Hypothesis - H1:  There is heteroscedasticity i.e. β1 0

Reject H0 if Q = ESS/2 > 1640_Tests for Heteroscedasticity.png

MTB > let k2=sum(c20)/1519

MTB > let c22 = c20/k2

C20 = sqres

C22 = gt

Regression Analysis: gt versus income, totexp, age, nk

The regression equation is

gt = 1.15 + 0.000130 income - 0.00135 totexp + 0.00095 age - 0.0424 nk

Predictor       Coef    SE Coef      T      P

Constant      1.1494     0.2336   4.92  0.000

income     0.0001296  0.0007340   0.18  0.860

totexp     -0.001345   0.001034  -1.30  0.193

age         0.000948   0.005248   0.18  0.857

nk          -0.04239    0.08131  -0.52  0.602

S = 1.54236   R-Sq = 0.1%   R-Sq(adj) = 0.0%

Analysis of Variance

Source              DF        SS           MS       F        P

Regression         4     5.364        1.341  0.56  0.689

Residual Error  1514  3601.594  2.379

Total                1518  3606.958

Source  DF  Seq SS

income   1   0.443

totexp   1   4.195

age      1   0.080

nk       1   0.647

MTB > let k3 = 5.364/2

MTB > print k3

Data Display

K3    2.68200

Inverse Cumulative Distribution Function

Chi-Square with 2 DF

P( X <= x )        x

       0.95  5.99146

MTB > # since Q=ESS/2 = 2.68200 < chi = 5.99 we have no hetero from Breusch-Pagan Test

Since Q = 2.68200 < 5.99 = 1640_Tests for Heteroscedasticity.png , there is sufficient evidence to accept H0 which suggests that there is no heteroscedasticity from the Breusch-Pagan test at 5% significance level which means that one or more slopes are zero.


Related Discussions:- The breusch-pagan test

Pascal''s triangle, Pascal's triangle  is an arrangement of numbers describ...

Pascal's triangle  is an arrangement of numbers described by Pascal in his Traité du Triangle Arithmétique published in the year 1665 as 'The number in each cell is equal to in the

Integrated Economic Statistics, Advantages and disadvantages of Integrated ...

Advantages and disadvantages of Integrated Economic Statistics

Reciprocal transformation, Reciprocal transformation is a transformation o...

Reciprocal transformation is a transformation of the form y =1/x, which is specifically useful for certain types of variables. Resistances, for instance, become conductances, and

Generalized estimating equations (gee), Technically the multivariate analog...

Technically the multivariate analogue of the quasi-likelihood with the same feature that it leads to consistent inferences about the mean responses without needing specific supposi

RESEARCH METHODS AND STATISTICS.., a researcher is interested in whether st...

a researcher is interested in whether students who attend privte high schools have higher average SAT Scores than students in the general population. a random sample of 90 student

Explain jelinski moranda model, Jelinski  Moranda model is t he model of ...

Jelinski  Moranda model is t he model of software reliability which supposes that failures occur according to the Poisson process with a rate decreasing as more faults are diagnos

Hazard regression, Hazard regression is the procedure for modeling the haz...

Hazard regression is the procedure for modeling the hazard function which does not depend on the suppositions made in Cox's proportional hazards model, namely that the log-hazard

Residual calculation, Regression line drawn as y= c+ 1075x ,when x was2, an...

Regression line drawn as y= c+ 1075x ,when x was2, and y was 239,given that y intercept was 11. Calculate the residual ?

Describe probability distribution, Probability distribution : For the discr...

Probability distribution : For the discrete random variable, a mathematical formula which provides the probability of each value of variable. See, for instance, binomial distributi

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd