Question

In: Statistics and Probability

Profitability remains a challenge for banks and thrifts with less than​ $2 billion of assets. The...

Profitability remains a challenge for banks and thrifts with less than​ $2 billion of assets. The business problem facing a bank analyst relates to the factors that affect return on assets​ (ROA), an indicator of how profitable a company is relative to its total assets. Data collected from a sample of 20 community banks include the ROA​ (%), the efficiency ratio​ (%), as a measure of bank productivity​ (the lower the efficiency​ ratio, the​ better), and total​ risk-based capital​ (%), as a measure of capital adequacy. Complete parts​ (a) through​ (g) below.

a. State the multiple regression equation.

Let X1i represent the efficiency ratio​ (%) and let X2i represent the total​ risk-based capital​ (%).

Yi=( )+(    ) X1i+ ( ) X2i

​(Round the constant to two decimal places as needed.)

ROA Efficiency Ratio Total RiskBased Capital
0.54 74.69 15.33
4.41 86.31 10.96
1.55 71.04 14.3
1.29 54.81 19.19
1.07 70.15 16.61
4.55 86.21 20.78
1.3 51.32 24.04
1.1 79.47 10.53
0.73 61.73 12.5
1.17 62.47 11.67
0.6 63.31 13.94
1.23 58.77 14.92
0.9 72.43 15.52
0.8 72.42 17.97
1.06 57.09 14.62
1.06 59.37 14.06
0.9 64.53 13.64
1.75 55.68 17.42
7.27 81.4 27.77
0.97 55.14 15.44
1.7125 66.917 16.0605

How is this solved in excel? thanks

Solutions

Expert Solution

first enter data into excel then click on data tab

Then click on Data Analysis and select Regression

In Input range Y ROA

and in Input range X select Efficiency Ratio & Total RiskBased Capital

Click on labels if your selecting the data with label

finally click on ok

Output

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.807251393
R Square 0.651654812
Adjusted R Square 0.612949791
Standard Error 1.032055458
Observations 21
ANOVA
df SS MS F Significance F
Regression 2 35.86628256 17.93314128 16.83644127 7.55246E-05
Residual 18 19.17249244 1.065138469
Total 20 55.038775
Coefficients Standard Error t Stat P-value Lower 95% Upper 95%
Intercept -8.001097255 1.725301449 -4.63750683 0.000204667 -11.62582109 -4.37637342
Efficiency Ratio 0.093132631 0.021983043 4.236566849 0.000496241 0.046947972 0.139317291
Total RiskBased Capital 0.216770398 0.0552276 3.925037458 0.000992471 0.100741516 0.332799279

so from last table we can write the regression equation as

ROA =-8.00+0.09*Efficiency Ratio + 0.22*Total RiskBased Capital


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