Estimate simple linear regression models

Assignment Help Econometrics
Reference no: EM1392322

QUESTION 1 - A Cross-sectional study

The data you need for this question is on the sheet Companies. There are figures on current assets (CA) and current liabilities (CL) sourced from the Osiris database for South Korean companies. In this question you will be testing to see if the current ratio (CR) is constant on average for a set of these firms.  Use a level of significance of a = 0.05 for this question.

Assuming the current ratio is constant and equal to b1, we have:

1140_simple linear regression model.png

This implies that the intercept should be equal to zero when a simple linear regression model is fitted.

If we take logs the restriction changes to:

687_simple linear regression model1.png

This implies that the slope should be one when the logs are used.

(a) Produce two scatter plots, one of the raw data and one using the logs.  Comment on how well a straight line will fit the data in both cases.  Which one do you think is likely to produce the more reliable test statistics?

(b) Estimate simple linear regression models for both the raw data and the logs, estimating both the intercept and the slope.

(c) Test to see whether the current ratio is constant using the raw data.

(d) Test to see if the current ratio is constant using the logged data.

(e) Do your answers from parts (c) and (d) agree?  If not briefly explain which you think is the most reliable.

QUESTION 2 - A Time Series Study

You will now consider the relationship between exports and imports for North Korea. To do this you have been provided with monthly data sourced from the DataStream database starting in 1981.Both series are measure in millions of US dollars, are in current prices and were originally sourced from the IMF Direction of Trade Statistics. 

(a) Decide if any data transformations should be carried out.  You may find line graphs useful.Briefly discuss any transformations you have decided to use and why.

(b) Many countries import materials that are used to manufacture goods for exports.  Estimate a model that assumes exports depends on imports in the previous period.

(c) Evaluate your model using the information in the statistical output and your economic knowledge.

(d) Look at the graphs of Actual - Fitted - Residual.  Does this indicate any potential problems with your model?

QUESTION 3 - The Market Model

The data set on the sheet called shares contains five years of monthly stock prices for 100 publicly listed companies in South Korea, the primary stock exchange index, the KOSPI, and some other series, which will be used in latter tutorials. Go to the column in the sheet shares that has the same letter as the first letter in your family name (unless your family name starts with A or B, in which case go to AA & AB) to select the name of the firm you will use for this question and latter tutorials(for example I would use SAMSUNG FIRE & MAR.IN.PF as it is in column S and my family name is Stewart). You will calculate the beta of this stock using the market model.

                        Rit        =  b0 + b1RMt + ut

(a) Using the KOSPI (which is column B of this sheet) as the market index, calculate the returns on the market and your stock and plot these on a scatter diagram. Do not print out the values for these returns - the scatter plot is sufficient.

(b) Use these returns to estimate the market model for your chosen share.

(c) Test to see whether the beta value you obtain indicates the stock is aggressive, passive or neutral? That is, is the slope >, < or = 1?

(d) How much of the variation in returns is caused by market factors. Give a measure of systematic risk for your firm and one of non-systematic risk.

Reference no: EM1392322

Questions Cloud

Hypothesis the dna extracted from a meteorite : Determine which of the following characteristics would support the hypothesis that DNA extracted from a meteorite that fell to earth was from an alien organism?
Explain war on drugs and war on terror : It has been said by some that "War on Drugs" is same as "War on Terror". Do you agree or disagree with that statement? Ensure to thoroughly explain the view.
Estimate concentration of the solution : Assume you are provided a solution of 0.1 M NaCl. What is the concentration of that solution in mg/ml? In %w/v?
Employment drug tests on job applicants by faa : In 1992, FAA conducted 86,991 pre-employment drug tests on job applicants who were to be engaged in safety and security-related jobs, and found that 1,143 were positive.
Estimate simple linear regression models : Estimate simple linear regression models for both the raw data and the logs, estimating both the intercept and the slope.
Weekly salaries of teachers-normal distribution : The weekly salaries of teachers in one state are normally distributed with mean of $490 and standard deviation of $45. Determine the probability that a randomly selected teacher earns more than $525 per week?
Example of a normal distribution : What is an example of a normal distribution? please articulate what the example is (post the graph, picture of the graph, etc); discuss what the normal distribution means for this example, and how the graph is being used to articulate the problem.
Find the concentration of buffer : The recipe for 10x TBE buffer is 890 mM Tris, 890 mM boric acid, 20 mM EDTA. What is the concentration of 1x TBE buffer?
Constructing a scatter plot and determining correlation : Constructing a scatter plot and determining correlation. a. display the data in a scatter plot, b. calculate the correlation coefficient f, and c. make a conclusion about the type of correlation.

Reviews

Write a Review

Econometrics Questions & Answers

  Question about price ceiling

Acme Water is a privately owned firm that is sole supplier of water to a rural town in Pennsylvania. The owner of company has provided the manager of firm an incentive to maximize company's profits,

  Question about us dollar depreciates

A pint of British marmalade costs a United States customers $10. Assume that the dollar depreciates against the British Pound, the pint of British marmalade for the United States customer will cos

  Find the expected level of sales

Director of marketing at Vanguard Company believes that sales of the corporation's Bright Side laundry detergent (S) are related to Vanguard's own advertising expenditure,

  Mechanism of an english auction and second price auction

Briefly discuss the difference between mechanism of an oral or English auction and a Vickrey or second price auction.

  Acquiring a substitute product

Determine what should you do to maximize benefits with respect to values after you acquire a substitute product. Which values should you change more?

  Computerized regression program

Lenny's, a national restaurant chain, conducted a study of factors affecting demand. The following variables were defined and examined for a random sample of thirty of its restaurants:

  Discussion on advertising costs and economic efficiency

Advertising can inform purchaser, but sellers must incur expenses to advertise. If so, advertising can result in higher prices to customers.

  Estimation of the mean and the standard deviation

The price earnings ratio for each stock is determined through dividing the value of a share of stock by the earnings per share reported by the firm for the most recent 4-quarters.

  Kuznets hypothesized in economic development

In the name of Simon Kuznets is the concept that the relationship in GDP and inequality is nonlinear. Kuznets hypothesized three phases in economic development.

  Difference between expansionary and contractionary rules

Explain how the Federal Reserve policy makers effect interest rates. Describe the difference between expansionary and contractionary rules.

  Cost of holding inventory

To ensure that correct size of heart valve is available for heart surgery, Heart Plus, maker of valves employs salespeople to place and maintain inventories at hospitals in its market.

  Multiple choice questions related to market concentration

Determine when a competitively produced product generates negative externalities in production, the industry will,

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