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explain all and show with excel formula and working for calculation Assuming a linear relationship, use the least squares method to determine the intercept b0

explain all and show with excel formula and working for calculation Assuming a linear relationship, use the least squares method to determine the intercept b0 and slope b1. (0.5 point)

c. Interpret the meaning of the intercept and the slope.

d. Predict the mean ROE for a bank with a leverage ratio of 9 %.

e. What is the nature of the relationship between ROE and leverage ratio?

f. Determine the coefficient of determination (r^2) squared and interpret its meaning in this data. (1 point)

g. Determine the standard error of the estimate and evaluate whether this number is a good value for this data. (1 point)

h. How useful do you think this regression model is for ROE? (1 point - How you reached your decision is point and the decision, if correct is )

i. Perform a residual analysis for these data. Based on your results, evaluate whether the assumptions of regression have been seriously violated.

j. At the 0.05 level of significance, is there evidence of a linear relationship between leverage ratio and ROE? - How you reached your decision and the decision, if correct

k. Construct a 95% confidence interval estimate of the population slope (b1)

Question 2 Fill in the rest of the following ANOVA table, if the number of observations is 30 and there is one independent variable.

ANOVA
df SS MS F Significance F
Regression a 1445.1719 f g h
Residual b d 46.0962
Total c e

i) What are the values of a, b, c, d, e, f and g in the table? - a, b, d, f & g ; c & e are ; and h

ii) What is the coefficient of determination (r^2) of this regression? Show your calculation. EXPLAIN ALL SHOW value WITH EXCEL FORMULA only AND FOLLOW GIVEN VALUE

Regression Statistics
Multiple R 0.211812508
R Square 0.044864539
Adjusted R Square 0.00333691
Standard Error 2.188469336
Observations 25
ANOVA
df SS MS F Significance F
Regression 1 5.174245188 5.174245188 1.080353971 0.309422363
Residual 23 110.1561548 4.789398035
Total 24 115.3304
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0%
Intercept 12.88293068 2.496744924 5.159890606 3.14024E-05 7.718020293 18.04784107 7.718020293
Leverage Ratio (%) -0.268713787 0.258527599 -1.039400775 0.309422363 -0.803518871 0.266091298 -0.803518871
RESIDUAL OUTPUT PROBABILITY OUTPUT
Observation Predicted ROE (%) Residuals Standard Residuals Percentile ROE (%)
1 10.33014971 3.46985029 1.619615685 2 4.6
2 10.94819142 4.551808581 2.124639382 6 7.7
3 9.873336273 0.726663727 0.339183501 10 8.2
4 10.67947763 0.720522367 0.33631691 14 8.5
5 11.16316245 -1.163162449 -0.542927213 18 8.7
6 10.33014971 0.76985029 0.359341614 22 8.7
7 10.89444866 -1.294448662 -0.604207439 26 8.8
8 10.65260625 -0.452606254 -0.211262195 30 9.1
9 10.35702109 1.342978911 0.626859815 34 9.2
10 10.49137798 0.308622018 0.144054936 38 9.6
11 10.00769317 2.792306834 1.303359963 42 10
12 10.24953557 -1.149535574 -0.536566622 46 10.2
13 10.5988635 1.901136503 0.887390015 50 10.6
14 10.54512074 -1.84512074 -0.861243639 54 10.8
15 10.49137798 -2.291377982 -1.069542318 58 10.8
16 9.927079031 -5.327079031 -2.486510954 62 11.1
17 10.06143592 -2.361435924 -1.102243135 66 11.2
18 9.228423186 -0.728423186 -0.340004761 70 11.2
19 10.14205006 0.65794994 0.307110093 74 11.4
20 9.873336273 -1.173336273 -0.54767603 78 11.5
21 10.11517868 1.384821319 0.646390519 82 11.7
22 9.443394215 1.756605785 0.819927676 86 12.5
23 10.89444866 -2.094448662 -0.977621978 90 12.8
24 10.14205006 1.05794994 0.493817362 94 13.8
25 10.76009177 -1.560091769 -0.728201187 98 15.5

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