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

File drawer problem, The problem that the studies are not uniformly probabl...

The problem that the studies are not uniformly probable to be published in the scientific journals. There is evidence that the statistical significance is a main determining factor

Homoscedasticity - reasons for screening data, Homoscedasticity - Reasons f...

Homoscedasticity - Reasons for Screening Data Homoscedasticity is the assumption that the variability in scores for a continuous variable is roughly the same at all values of

Business Statistic HW., Hello , I have a business statistic HW that is due ...

Hello , I have a business statistic HW that is due after 23 hours exactly for now . I need full and details answers please , plus they must be in a done and typed in a word or exce

Data fusion, The act of combining data from heterogeneous sources with the ...

The act of combining data from heterogeneous sources with the intent of extracting information that would not be available for any single source in isolation. An example is the com

Finite population correction, This term sometimes used to describe the extr...

This term sometimes used to describe the extra factor in variance of the sample mean when n sample values are drawn without the replacement from the finite population of size N. Th

Variance inflation factor, VIF is the abbreviation of variance inflation fa...

VIF is the abbreviation of variance inflation factor which is a measure of the amount of multicollinearity that exists in a set of multiple regression variables. *The VIF value

Descriptive statistics, how to describe association between quantitative an...

how to describe association between quantitative and categorical variables

Median, Median is the value in a set of the ranked observations which divi...

Median is the value in a set of the ranked observations which divides the data into two parts of equal size. When there are an odd number of observations the median is middle v

Expected monetary value, Ask quesoil company is considering whether or not ...

Ask quesoil company is considering whether or not to bid for an offshore drilling contract. If they bid, the value would be $600m with a 65% chance of gaining the contract. The com

Coplot, This is the powerful visualization tool for studying how the respon...

This is the powerful visualization tool for studying how the response relies on an explanatory variable given the values of other explanatory variables. The plot comprises of a num

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