Determine how the ordinary least squares, Applied Statistics

Assignment Help:

Question

Following the general methodology used by econometricians as explained in the session for week 1 (eight steps), explain how you would proceed to determine if a good complies with the Law of Demand.

Question

Determine how the Ordinary Least Squares (OLS) method estimates b1 and b2 for the simple linear equation (Y = B1 + B2 X). Once you had
estimated the equation, explain how would you determine whether it is a good fit for the actual equation.

Question
Analysing data at country level, Helble and Sato (2011) estimated the following relationship between the alcohol consumption per capita (Alc) and the growth rate of GDP per capita (gGDP).

Alc = 4.198 + 0.088 gGDP R2 = 0.004, n=4829

Standard error = (0.144) (0.031)

a) Set up a 95% confidence interval for the slope (B2).

b) Using the confidence interval computed in (a) test the hypothesys that B2=0.

c) Test the significance at 5% of B2 by means of the t-test.

d) Discuss the relationship this equation reflects, elaborating on the meaning of the R2, and the result of the t-test.

Helble, M., Sato, A., 2011. Booms and booze: on the relationship between macroeconomic conditions and alcohol consumption. Health Policy. ISSN 0168-8510 (in press).

In the table below you can find data on the recommended retail price for a 20 cigarette pack (RRP, pounds sterling) and UK consumption of cigarettes (UKDP, in billion cigarettes) for 20 years. Data is sourced from the Tobacco Manufacturers' Association.

a) Discuss the relationship, if any, you would expect between the two variables.

b) Draw the scatterplot between UKDP and RRP.

c) Do an OLS regression, interpret and discuss your results fully.

d) Establish a 95% confidence interval for the slope and test the hypothesis that the true slope coefficient is zero.

e) Suppose the government decides to increase tax so that the RRP reaches £6. Forecast consumption at this price level.


Related Discussions:- Determine how the ordinary least squares

Correlation, Correlation The correlation is commonly used and a useful...

Correlation The correlation is commonly used and a useful statistic used to describe the degree of the relationships between two or more variables. Pearson's correlation refle

Residual, regression line drawn as Y=C+1075x, when x was 2, and y was 239, ...

regression line drawn as Y=C+1075x, when x was 2, and y was 239, given that y intercept was 11. calculate the residual

Regression lines, Regression Lines It has already been discussed that t...

Regression Lines It has already been discussed that there are two regression lines and they show mutual relationship between two variable . The regression line Yon X gives   th

Variance, Variance The term variance was used to describe the square of...

Variance The term variance was used to describe the square of the standard deviation by R.A.Fisher. The concept of variance is highly important in areas where it is possible to

Flow chart for confidence interval, Flow Chart for Confidence Interval ...

Flow Chart for Confidence Interval We can now prepare a flow chart for estimating a confidence interval for μ, the population parameter. Figure

Good average, Examine properties of good average with reference to AM, GM, ...

Examine properties of good average with reference to AM, GM, HM, MEAN MEDIAN MODE

Range, Range Official Exports Target 2000-2001 ...

Range Official Exports Target 2000-2001 Product ($ million) Plantation 500 Agriculture and Alli

Linear regression mode, The State Department of Taxation wishes to investig...

The State Department of Taxation wishes to investigate the effect of experience, x, on the amount of time, y, required to fill out Form ST 1040AVG, the state income-averaging form.

Cluster sampling, Cluster Sampling This method is also known as multi s...

Cluster Sampling This method is also known as multi stage sampling .Under this method random selection is made of the ultimate or final units from a given stratum. The sampling

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