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

Advantages of median, Advantages It is especially useful in c...

Advantages It is especially useful in case of open-end classes since only the position and not the values of items must be known. The median is also recommended if th

Normal curve applications, Replacement times for TV sets are normally distr...

Replacement times for TV sets are normally distributed with a mean of 8.2 years and a standard deviation of 1.1 years. Find the replacement time that separates the top 20% from the

Find the probability that a lift will weigh, Lifts usually have signs indic...

Lifts usually have signs indicating their maximum capacity. Consider a sign in a lift that reads "maximum capacity 1400kg or 20 persons". Suppose that the weights of lift-users are

Binomial and continuous model, Exercise: (Binomial and Continuous Model.) C...

Exercise: (Binomial and Continuous Model.) Consider a binomial model of a risky asset with the parameters r = 0:06, u = 0:059, d =  0:0562, S0 = 100, T = 1, 4t = 1=12. Note that u

Interpolation and extrapolation, Meaning of Interpolation and Extrapolation...

Meaning of Interpolation and Extrapolation Interpolation is a method of estimating the most probable  missing figure on  the basis of given data under certain assumptions. On t

Evaluate the p - value, Use the given information to find the P-value. T...

Use the given information to find the P-value. The test statistic in a two-tailed test is z = 1.49 P-value = (round to four decimal places as needed)

Large sample test for proportion, Large Sample Test for Proportion A ra...

Large Sample Test for Proportion A random sample of size n (n > 30) has a sample proportion p of members possessing a certain attribute (success). To test the hypothesis that t

Median for ungrouped data, If the data set contains an odd number of items,...

If the data set contains an odd number of items, the middle item of the array is the median. If there is an even number of items, the median is the average of the two items. If the

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