Construct a table of the descriptive statistics

Assignment Help Applied Statistics
Reference no: EM13892521

(CAPM; regression analysis; hypothesis testing; confidence interval) The capital asset price model (CAPM) is an important model in the field of finance. It explains variations in the rate of return of a security "j" as a function of the rate of return on a portfolio consisting of all publicly traded stocks, which is called the market portfolio ("m"). Generally, the rate of return on any investment is measured in comparison to its opportunity cost, which is the return on a risk-free asset ("f"). The resulting difference is called the risk premium associated with that investment, because it is the reward or punishment for making a risky (i.e., non-risk-free) investment. The CAPM says that the risk premium on security j (labeled "rj - rf") is proportional to the risk premium on the market portfolio (labeled "rm - rf").  That is:

rj - rf = βj (rm - rf)

In other words, the ratio between the two risk premia is:

βj = (rj - rf) / (rm - rf )

Where rj is the return on security j, rf is the return on the risk-free asset, and rm is the return on the market portfolio. βj is typically called the beta value of security j. A stock's beta is important to investors because it reveals the stock's volatility. It measures the sensitivity of security j's return to variation in the entire stock market.  As such, values of beta less than 1 indicate that the stock is "defensive" because its variation is less than the market's. A beta greater than 1 indicates an "aggressive" stock. Investors usually want to know an estimate of a stock's beta before investing in the stock.

The model shown in the first equation above is the "economic (theoretic) CAPM model." The "econometric (empirical) CAPM model" is obtained by adding an intercept (β0) in the economic model (even though theory says it should be zero) and an error term ( uj ):

rj - rf = β0j (rm - rf) + uj

The Excel file "CAPM" contains data on the monthly rate of return (rj) of three firms (Microsoft, GM, and Mobil-Exxon), the monthly rate of return on the market portfolio (rm ), and the rate of return on U.S. 3-month Treasury Bills, which is the risk-free asset (rf). The 120 monthly observations cover the period January 1999 to December 2008.  There is a "data dictionary" (in pdf format) that accompanies the dataset.

(a) Construct the variable "rm - rf".  Next, construct the variable "rj - rf" for each of the three companies in your sample.

(b) Construct a table of descriptive statistics that effectively summarize all the variables (except for the variable date). Please make sure your table is nicely formatted.

Provide brief, to-the-point, and meaningful comments on your results.

(c) Create a histogram for the variable "rj - rf" for the Microsoft stock. Make sure to properly label the histogram with titles, legends, labels, notes, etc. And, make sure that this histogram looks "readable" and "visually pleasant." (Imagine that you are planning to present this histogram to a potential business client.)

Provide brief, to-the-point, and meaningful comments on your results.

(d) Use OLS regression to estimate the ("econometric") CAPM model for each firm (separately), and comment on their estimated beta values. Which firm appears most aggressive? Which firm appears most defensive?

(e) Based on your results from part (d), for each stock, test at the 5% significance level the null hypothesis that the stock's beta value is 1 against the two-sided alternative hypothesis that it is not 1.

(Note: You should complete this part "by hand" using the results from part (d); or, you may type up your answers if you prefer.)

Attachment:- CAPM_and_Regression_Analysis.xlsx

Reference no: EM13892521

Questions Cloud

What are some of the traits a developed nation : What are some of the traits a developed nation has that a less or undeveloped nation does not have
How does a country''s balance of trade coincide : How does a country's balance of trade coincide
Reimbursement and the revenue cycle : Reimbursement and the Revenue Cycle- Describe what reimbursement means to this specific healthcare organization. What would happen if services were provided to patients but no payments were received for these services
Cash for wages to a drafting assistant : Aracel Engineering completed the following transactions in the month of June.
Construct a table of the descriptive statistics : Construct a table of descriptive statistics that effectively summarize all the variables (except for the variable date).  Please make sure your table is nicely formatted.
Describe the situation : Think of a situation, from the health sciences if possible, in which you would need to produce a confidence interval to estimate a population proportion. Describe the situation, observational units, population, and parameter involved.posts should hav..
How do you cope with ethics within your organization : We know communication is an important factor to any organization' success, what have you implemented to promote interaction within one department and between different departments? Is the interaction effective or do you think improvements are need..
Process of replication transcription and translation : Can you explain the process of replication transcription and translation.
Research on an organizational issue : Select an organizational issue, problem, or topic that you would like to research. Write a narrative about your proposed research.

Reviews

Write a Review

Applied Statistics Questions & Answers

  Explain how changes in debt equity ratio impact the beta of

e-education How does the Law of Conservation of Value (presented in the text) contrast with the first and second Propositions by Modigliani and Miller? Explain how changes in debt-equity ratio impact the beta of the firm's equity. Provide a mathemati..

  Construct a 90% confidence interval for (p1-p2)

Construct a 90% confidence interval for (p1-p2)

  What is the effect of the sample size on the width of the

A random sample of 89 observations produced a mean x (x bar) = 25.8 and a standard deviation s= 2.4. - find a 95, 90, and 99% confidence interval for u. In a sample of 304,000 items mailed between Dec. 10 and Mar. 3, the accounting firm determined th..

  A communications professor at a university believes

According to a Pew Research Center, in May 2011, 35% of all American adults had a smartphone (one which the user can use to read email and surf the Internet). A communications professor at a university believes this percentage is higher among communi..

  Addition rule to determine the probability

A department store manager has decided that dress code is necessary for team coherence. Team members are required to wear wither blue shirts or red shirts. There are 9 men and 7 women in the team. On a particular day, 5 men wore blue shirts and 4 oth..

  A normal distribution of measurements having a mean

In a normal distribution of measurements having a mean of 500 feet and a standard deviation of 50 feet, what percent of the distribution falls between 490 and 520 feet?

  Allergic reactions to poison ivy can be miserable

Allergic reactions to poison ivy can be miserable. Plant oils cause the reaction. Researchers at Allergy Institute did a study to determine the effects of washing the oil off within 5 minutes of exposure. A random sample of 1000 people with known all..

  An airline wants to estimate the average number

An airline wants to estimate the average number of unoccupied seats per flight. A random sample of 30 flights is selected and the mean number of unoccupied seats is 7.6. Assume that the population standard deviation of unoccupied seats is known to be..

  Use a table of areas for the standard normal curve

Use a table of areas for the standard normal curve to find the required z-score. Find the z-score for having area 0.45 to its right under the standard normal curve, that is, find z0.45. 0.3264 -0.13 0.6736 0.13

  A random variable x is normally distributed with a mean

1. A random variable X is normally distributed with a mean of 37 and a standard deviation of 10.a. What is the probability that X will be more than 50?b. What is the probability that X will be more than 30?

  Question an investigator wants to assess whether smoking is

an investigator wants to assess whether smoking is a risk factor for pancreatic cancer. electronic medical records at a

  How to calculate the sample size

How to calculate the sample size?  i want to know the needs and wants of the people who buy some products in the asian supermarkets in the netherlands, so i decide to make interview with them , but firstly i need to calculate how many people s..

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