PLEASE ANSWER EACH PART CLEARLY STATE THE ANSWERS AND PLEASE MAKE SURE THE FORMAT USED CAN BE COPIED AND PASTED.
| Use the tools of Excel to analyze the following: | |||||||
| Blood Alcohol Content (BAC) was evaluated based on number of beers consumed over 19 subjects. | |||||||
| i) what is your dependent variable? | |||||||
| ii) what is your independent variable? | |||||||
| a) Develop the correlation coefficient | |||||||
| b) Is this correlation coefficient significant? Use the six steps of hypothesis testing. | |||||||
| c) Develop the Regression Equation using the least squares method (excel data analysis) | |||||||
| d) What is the prediction equation? | |||||||
| BEERS | BAC |
| 5 | 0.08 |
| 6 | 0.11 |
| 7 | 0.12 |
| 4 | 0.09 |
| 6 | 0.08 |
| 3 | 0.07 |
| 4 | 0.08 |
| 7 | 0.1 |
| 6 | 0.09 |
| 4 | 0.07 |
| 3 | 0.06 |
| 8 | 0.11 |
| 2 | 0.04 |
| 5 | 0.09 |
| 2 | 0.06 |
| 8 | 0.12 |
| 1 | 0.05 |
| 1 | 0.02 |
| 1 | 0.03 |
i) BAC is dependent variable, as it varies with number of
BEERS
ii) BEERS is independent variable
a. =CORREL(BEERS,BAC) = 0.93
b.
1. Null hypothesis: There is no correlation and it is zero
2. Alternate hypothesis: Yes there is correlation between BAC and
BEERS
3. Critical value at 95 percent =0.456
4. Test statistics = 0.93*sqrt(19-2)/sqrt(1-0.93^2)=10.43
5. As the test statistic is greater than critical value, it has
significant relation and hence the null hypothesis is
rejected
6. There is a strong association between BAC and number of
beers
c.
|
SUMMARY OUTPUT |
||||||
|
Regression Statistics |
||||||
|
Multiple R |
0.932 |
|||||
|
R Square |
0.868 |
|||||
|
Adjusted R Square |
0.860 |
|||||
|
Standard Error |
0.011 |
|||||
|
Observations |
19 |
|||||
|
ANOVA |
||||||
|
df |
SS |
MS |
F |
Significance F |
||
|
Regression |
1.000 |
0.013 |
0.013 |
111.901 |
0.000 |
|
|
Residual |
17.000 |
0.002 |
0.000 |
|||
|
Total |
18.000 |
0.015 |
||||
|
Coefficients |
Standard Error |
t Stat |
P-value |
Lower 95% |
Upper 95% |
|
|
Intercept |
0.0268 |
0.0054 |
4.9831 |
0.0001 |
0.0155 |
0.0382 |
|
BEERS |
0.0116 |
0.0011 |
10.5783 |
0.0000 |
0.0093 |
0.0139 |
d. BAC=0.0268+0.0116*No of BEERS
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