Use the Financial database from “Excel Databases.xls” (Google drive link below). Use Total Revenues, Total Assets, Return on Equity, Earnings Per Share, Average Yield, and Dividends Per Share to predict the average P/E ratio for a company. Use Excel to perform a forward selection regression analysis. Assume a 5% level of significance. Which independent variables are in the final model? Select all that apply.
Total Revenues |
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Total Assets |
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Return on Equity |
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Earnings Per Share |
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Average Yield |
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Dividends Per Share |
https://drive.google.com/file/d/1yT22MXE0QAFJ0IOFMJosHCnqVTORiLM-/view?usp=sharing
Solution:
in excel install Analysis tool pak and then go to
Data>Data analysis >Regresion select P/E ratio as Y
and Total Revenues, Total Assets, Return on Equity, Earnings Per Share, Average Yield, and Dividends Per Share as X
Click OK
You will get
SUMMARY OUTPUT | ||||||
Regression Statistics | ||||||
Multiple R | 0.432778402 | |||||
R Square | 0.187297145 | |||||
Adjusted R Square | 0.134864703 | |||||
Standard Error | 69.04214864 | |||||
Observations | 100 | |||||
ANOVA | ||||||
df | SS | MS | F | Significance F | ||
Regression | 6 | 102167.065 | 17027.84 | 3.572161 | 0.003141 | |
Residual | 93 | 443314.1009 | 4766.818 | |||
Total | 99 | 545481.1659 | ||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
Intercept | 92.52650832 | 18.86379472 | 4.904979 | 3.96E-06 | 55.06675 | 129.9863 |
Total Revenues | -0.000256372 | 0.000467506 | -0.54838 | 0.584743 | -0.00118 | 0.000672 |
Total Assets | 9.93576E-05 | 0.000171438 | 0.579553 | 0.563618 | -0.00024 | 0.00044 |
Return on Equity | -0.16180255 | 0.305318763 | -0.52995 | 0.597412 | -0.76811 | 0.4445 |
Earnings per Share | -29.80440213 | 6.979598256 | -4.27022 | 4.71E-05 | -43.6645 | -15.9443 |
Average Yield | -18.58923715 | 6.310208613 | -2.9459 | 0.004069 | -31.1201 | -6.05841 |
Dividends per Share | 58.02948964 | 18.93443694 | 3.064759 | 0.002851 | 20.42945 | 95.62953 |
p<0.05 ,significant variables |
From output
for the variables earning per share,average yield and dividends per share are significant variables as p<0.05
ANSWER:
Earnings Per Share |
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Average Yield | |||
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