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  > 2094_Tests for Heteroscedasticity.png

Regression Analysis: gt versus totexp, age, nk

 

The regression equation is

gt = 1.19 - 0.00208 totexp + 0.00002 age + 0.0111 nk

Predictor        Coef    SE Coef      T      P    VIF

Constant       1.1860     0.2229   5.32  0.000

totexp     -0.0020802  0.0009279  -2.24  0.025  1.045

age          0.000015   0.005019   0.00  0.998  1.038

nk            0.01105    0.07775   0.14  0.887  1.007

 

S = 1.46342   R-Sq = 0.3%   R-Sq(adj) = 0.1%

Analysis of Variance

Source            DF        SS     MS     F      P

Regression         3    11.167  3.722  1.74  0.157

Residual Error  1498  3208.095  2.142

  Lack of Fit    644  1373.116  2.132  0.99  0.540

  Pure Error     854  1834.980  2.149

Total           1501  3219.262

 

MTB > let k3=11.167/2

MTB > print k3

 

Data Display

K3    5.58350

Inverse Cumulative Distribution Function

Chi-Square with 3 DF

P( X <= x )        x

       0.95  7.81473

MTB > InvCDF .95;

Since Q = 5.58350 < 7.81 = 2094_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:- Breusch-pagan test

T-test , Ha: If hyperlipidemia is believed to be a side effect of second-ge...

Ha: If hyperlipidemia is believed to be a side effect of second-generation antipsychotics (SGAs), then Hispanic patients with SGAs treatment will have the higher frequency of devel

Explain Genetic algorithms, Genetic algorithms: The optimization events mo...

Genetic algorithms: The optimization events motivated by the biological analogies. The prime idea is to try to mimic the 'survival of the fittest' rule of the genetic mutation in

Bartlett decomposition, Bartlett decomposition : The expression for the ra...

Bartlett decomposition : The expression for the random matrix A which has a Wishart distribution as the product of the triangular matrix and the transpose of it. Letting each of x

Geographical analysis machine, Geographical analysis machine is the proced...

Geographical analysis machine is the procedure designed to detect the clusters of rare diseases in a particular area. Circles of fixed radii are created at each point of the squar

Excel, Software which started out as the spreadsheet targeting at manipulat...

Software which started out as the spreadsheet targeting at manipulating the tables of number for financial analysis, which has now developed into a more flexible package for workin

Petersen''s factor theorem, Suppose the graph G is n-connected, regular of ...

Suppose the graph G is n-connected, regular of degree n, and has an even number of vertices. Prove that G has a one-factor. Petersen's 2-factor theorem (Theorem 5.40 in the note

Degenerate distributions, The special cases of the probability distribution...

The special cases of the probability distributions in which the random variable's distribution is concentrated at one point only. For instance, a discrete uniform distribution when

Dummy variable, Discuss the use of dummy variables in both multiple linear ...

Discuss the use of dummy variables in both multiple linear regression and non-linear regression. Give examples if possible

Randomized consent design, Randomized consent design is the design at firs...

Randomized consent design is the design at first introduced to overcome some of the perceived ethical problems facing clinicians entering patients in the clinical trials including

Protocol, Protocol is the formal document outlining the proposed process f...

Protocol is the formal document outlining the proposed process for carrying out the clinical trial. The basic features of the document are to study the objectives, patient selecti

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