Although the Excel regression output, shown in Figure 12.21 for Demonstration Problem 12.1, is somewhat different from the Minitab output, the same essential regression features are present. The regression equation is found under Coefficients at the bottom of ANOVA. The slope or coefficient of x is 2.2315 and the y-intercept is 30.9125. The standard error of the estimate for the hospital problem is given as the fourth statistic under Regression Statistics at the top of the output, Standard Error = 15.6491. The r2 value is given as 0.886 on the second line. T

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Although the Excel regression output, shown in Figure 12.21 for Demonstration Problem 12.1, is somewhat different from the Minitab output, the same essential regression features are present. The regression equation is found under Coefficients at the bottom of ANOVA. The slope or coefficient of x is 2.2315 and the y-intercept is 30.9125. The standard error of the estimate for the hospital problem is given as the fourth statistic under Regression Statistics at the top of the output, Standard Error = 15.6491. The r2 value is given as 0.886 on the second line. The t test for the slope is found under t Stat near the bottom of the ANOVA section on the “Number of Beds” (x variable) row, t = 8.83. Adjacent to the t Stat is the p-value, which is the probability of the t statistic occurring by chance if the null hypothesis is true. For this slope, the probability shown is 0.000005. The ANOVA table is in the middle of the output with the F value having the same probability as the t statistic, 0.000005, and equaling t2. The predicted values and the residuals are shown in the Residual Output section.

 

 

In addition to developing the regression model, plotting and commenting on the residuals, I'd like you to comment on the how well you regard the model from the standpoint of statistical significance as well as variance explained.

SUMMARY OUTPUT
Regression Statistics
Multiple R
RSquare
Adjusted R Square
0.942
0.886
0.875
Standard Error
15.6491
Observations
12
ANOVA
df
MS
F.
Significance F
Regression
Residual
1
19115.06322
19115.06
78.05
0.000005
10
2448.94
244.89
Total
11
21564
Coefficients
Standard Error
t Stat
P-value
0.041888
Intercept
Number of Beds
30.9125
13.2542
2.33
2.2315
0.2526
8.83
0.000005
RESIDUAL OUTPUT
Observation
Predicted FTES
Residuals
1
82.237
-13.237
2
95.626
-0.626
95.626
6.374
4
109.015
8.985
124.636
1.364
6.
133.562
-8.562
7
142.488
-4.488
151.414
26.586
9.
173.729
-17.729
10
178.192
5.808
11
200.507
-24.507
12
204.970
20.030
Transcribed Image Text:SUMMARY OUTPUT Regression Statistics Multiple R RSquare Adjusted R Square 0.942 0.886 0.875 Standard Error 15.6491 Observations 12 ANOVA df MS F. Significance F Regression Residual 1 19115.06322 19115.06 78.05 0.000005 10 2448.94 244.89 Total 11 21564 Coefficients Standard Error t Stat P-value 0.041888 Intercept Number of Beds 30.9125 13.2542 2.33 2.2315 0.2526 8.83 0.000005 RESIDUAL OUTPUT Observation Predicted FTES Residuals 1 82.237 -13.237 2 95.626 -0.626 95.626 6.374 4 109.015 8.985 124.636 1.364 6. 133.562 -8.562 7 142.488 -4.488 151.414 26.586 9. 173.729 -17.729 10 178.192 5.808 11 200.507 -24.507 12 204.970 20.030
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