In: Statistics and Probability
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
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