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

Extrapolation, This process of estimating from a data set those values lyin...

This process of estimating from a data set those values lying beyond range of the data. In the regression analysis, for instance, a value of the response variable might be estimate

Quality control procedures, Quality control procedures is the statistical ...

Quality control procedures is the statistical process designed to ensure that the precision and accuracy of, for instance, a laboratory test, are maintained within the acceptable

Construct the de bruijn digraph, A directed graph is simple if each ordered...

A directed graph is simple if each ordered pair of vertices is the head and tail of at most one edge; one loop may be present at each vertex. For each n ≥ 1, prove or disprove the

Explain information theory., Information theory: This is the branch of app...

Information theory: This is the branch of applied probability theory applicable to various communication and signal processing problems in the field of engineering and biology. In

Concordant mutations test, Concordant mutations test : A statistical test u...

Concordant mutations test : A statistical test used in the cancer studies to determine whether or not a diagnosed second primary tumour is biologically independent of the original

Describe respondent-driven sampling (rds), Respondent-driven sampling (RDS ...

Respondent-driven sampling (RDS ): The form of snowball sampling which starts with the recruitment of the small number of people in the target population to serve as the seeds. Aft

Over dispersion, Over dispersion is the phenomenon which occurs when empir...

Over dispersion is the phenomenon which occurs when empirical variance in the data exceeds the nominal variance under some supposed model. Most often encountered when the modeling

Frailty, A term usually used for unobserved individual heterogeneity. Such ...

A term usually used for unobserved individual heterogeneity. Such variation is of main concern in the medical statistics particularly in the analysis of the survival times where ha

Case Study: Test Market, You and your team have been hired as strategic con...

You and your team have been hired as strategic consultants by the hugely successful retailer known as “Cutie Pie”. The company sells many products, although one product in particul

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

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