Explain the regression models and hypothesis testing

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Reference no: EM131799241 , Length: word count:4000

DATA

There are two empirical parts to the assignment, which test your understanding of quantitative research methods. The first empirical part is a test of the Capital Asset Pricing Model (CAPM) and Fama-French three-factor asset pricing models using returns of a portfolio including US stocks from a particular industry. The second empirical part is an examination of firm characteristics that may affect audit fees, using a unique sample of UK firms.

The data for the assignment can be found at S:/Teaching/Research Methods. Your unique data allocation can be found in the file S:/Teaching/Research Methods/Coursework - Data Allocation 17-18.xls. The data allocation spreadsheet shows you precisely which data you should use for your assignment.

For Part 1, you are allocated a specific industry stock portfolio to investigate. The industry classification follows Fama-French 49-industry classification.2 The time series data (monthly) of industry portfolio returns are found in the spreadsheet S:/Teaching/Research Methods/Coursework - Industry Portfolios 17-18.xls. For part 2, you are allocated a random cross-sectional data sample of 5,000 firms. Your specific data set for investigating audit fees in part 2 can be found at S:/Teaching/Research Methods/AUDITx.csv.

PART 1: TEST OF CAPM

The spreadsheet S:/Teaching/Research Methods/Coursework - Pricing Factors 17- 18.xls contains the monthly market (mkt_rf), size (smb), book-to-market (hml) and momentum (umd) asset pricing factors for US stocks from July 1975 (1975m7) to June 2016 (2016m6). It also contains the monthly returns of six portfolios3 sorted by size and book-to-market ratios (B/M) for any additional analysis if possible.

(Note: all the pricing factors and industry portfolios are already in returns, they are not prices!)

REQUIRED:

Use these asset pricing factors to test the validity of the Capital Asset Pricing Model (CAPM) for your industry portfolio returns. Write a detailed commentary to explain the regression models, hypothesis testing, diagnostic tests and analysis of residuals that you are using and interpret your findings. Your commentary should include the following:

(a) An explanation of the theories and models being tested with reference to the literature,
(b) A statement of coefficient values under the null hypotheses,
(c) Summary statistics and correlation matrix,
(d) Presentation of regression results,
(e) Interpretation of hypothesis testing on coefficients,
(f) Diagnostic tests to evaluate the goodness of fit of your regression model,
(g) Analysis of residuals to explain the possible bias, demonstrate how these potential bias may be corrected, and discuss any differences in results after adjusting for the bias.
(h) Any other data, tests, or information that you feel are interesting and relevant.

PART 2: DETERMINANTS OF AUDIT FEES

Your spreadsheet (AUDITx.csv) contains a random sample of a cross section of 5,000 UK firms. For each firm, you have been provided with the following variables:

(a) log of audit fee (logafee);
(b) log of sales (logsal);
(c) log of total assets (logta);
(d) number of subsidiaries (nsubs);
(e) exports divided by sales (expsales);
(f) total liabilities divided by total assets (gearing) (tlta);
(g) return on total assets (retta);
(h) current assets divided by current liabilities (cacl);
(i) a dummy variable to indicate if the firm's audit is performed by one of the big four auditors (big4).

REQUIRED:

Use the data on the variables listed above to investigate whether firm characteristics explain the cost of audit. Write a detailed commentary to explain the regression models, hypothesis testing, diagnostic tests and analysis of residuals that you are using and interpret your findings. Your commentary should include the following:

(a) An explanation of how and why these variables could explain audit fees,
(b) A statement of coefficient values under null hypotheses,
(c) Summary statistics and correlation matrix,
(d) Presentation of regression results
(e) Interpretation of hypothesis testing on coefficients,
(f) Diagnostic tests to verify the validity of your regression model,
(g) Analysis of residuals (no need check autocorrelation as this is cross-sectional data),
(h) Any other information or tests that you feel are relevant.

PART 3: A CRITICAL EVALUATION OF THE METHOD USED (1,000 WORDS)

Finally, you are required to critically compare quantitative research methods (i.e., OLS regressions) with qualitative research methods (e.g., case study, interviews, etc.), in terms of validity, reliability, and generalizability. Before the evaluation, you must first define these three concepts with reference to the relevant literature on research methods.

You may also explain whether and how qualitative research methods may be applied in accounting and finance research to address the limitations of quantitative methods. You may also explain briefly the philosophical stances behind these research methods.

Part 3 should not exceed 1,000 words.

Attachment:- data.rar

Reference no: EM131799241

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Reviews

len1799241

1/6/2018 12:12:36 AM

plz do not miss the ddl, and submit 4000words eviews work. doing it with table and graph, like the example 100% confirmed right? Please check is the correct dataset is being used and also source files are submitted within the given deadline. There are three parts of this essay. The first part will focus on the validity of CAPM model and Fama French three-factor model by using ordinary least squares regression analysis. Then the second part of this essay will analyse the determinants of audit fees in the UK. The final part will critically evaluate the research method used in part one and two.

len1799241

1/6/2018 12:10:57 AM

OTHER REQUIREMENTS: • Use Times New Roman, font size 12. • No indentation for the first paragraph of each section, then indent from the second paragraph onwards. • 1.5 or double line spacing. • Make sure there are no typos (you will lose marks for obvious typos, e.g., CAMP instead of CAPM). • Writing an Abstract is not necessary. • Put tables and figures (if any) in the main text. COVER SHEET: Please ensure you attach a cover sheet to your assignment. The cover sheet should contain the following information: your student number, module code, module title, date submitted, and word count. The template of the cover sheet will be uploaded to Learning Central. You are free to choose the title for this essay.

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