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

Regression dilution, Regression dilution is the term which is applied when...

Regression dilution is the term which is applied when a covariate in the model cannot be measured directly and instead of that a related observed value must be used in analysis. I

Unequal probability sampling, Unequal probability sampling is the sampling...

Unequal probability sampling is the sampling design in which the different sampling units in the population have different probabilities of being included in sample. The differing

Profile plots, Profile plots  is a technique of representing the multivaria...

Profile plots  is a technique of representing the multivariate data graphically. Each of the observation is represented by a diagram comprising of a sequence of equispaced vertical

Error rate estimation, The term used for the estimation of the misclassific...

The term used for the estimation of the misclassification rate in the discriminant analysis. Number of techniques has been proposed for two-group situation, but the multiple-group

Intra Class Correlation, Can I use ICC for this kind of data? Wind Month ...

Can I use ICC for this kind of data? Wind Month Day Temp(DV) 7.4 5 1 67 8 5 2 72 12.6 5 3 74 11.5 5 4 62 I am taking temp as the dependent variable. There are many more values.

Contour plot, Contour plot : A topographical map drawn from data comprising...

Contour plot : A topographical map drawn from data comprising observations on the three variables. One variable is represented on horizontal axis and the second variable is represe

What is harris and stevens forecasting, Harris and Stevens forecasting is ...

Harris and Stevens forecasting is the method of making short term forecasts in the time series which is subject to abrupt changes in pattern and the transient effects. Instances o

Homework and Assignment assistance for RES610 Course, Interested in 10 hour...

Interested in 10 hour program with twice a week tutoring for 1 hour each. Need tutor to assist with answering the assignment questions for the next 5 weeks.

Consolidated standards for reporting trials (consort) , Consolidated Standa...

Consolidated Standards for Reporting Trials (CONSORT) statement : The protocol for reporting the results of the clinical trials. The core contribution of the statement comprises of

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