Question

In: Statistics and Probability

#AIDS Cases Diagnosed #AIDS Deaths 319 121 1170 453 3076 1482 6240 3466 11776 6878 19032...

#AIDS Cases Diagnosed #AIDS Deaths
319 121
1170 453
3076 1482
6240 3466
11776 6878
19032 11987
28564 16162
35447 20868
42674 27591
48634 31335
59660 36560
78530 41055
78834 44730
71874 49095
68505 49456
59347 38510
47149 20736
38393 19005
25174 18454
25522 17347
25643 17402
26464 16371

3) Estimate a regression line Y = intercept + slope X. What are the intercept and the slope? Write the equation of the line you estimated.

4) Discuss the regression results. What does the slope mean?

5) What is the correlation coefficient equal to?

6) Do a hypothesis test in which the null hypothesis is that the correlation coefficient is equal to zero agains the alternative that it is different from zero. What is the test statistic? What is the p-value? What is your conclusion?

Solutions

Expert Solution

In excel install analysis tool pak go to

Data >data analysis >regression

you will get

Output:

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.974616
R Square 0.949877
Adjusted R Square 0.947371
Standard Error 3588.723
Observations 22
ANOVA
df SS MS F Significance F
Regression 1 4.88E+09 4.88E+09 379.0165 1.81E-14
Residual 20 2.58E+08 12878932
Total 21 5.14E+09
Coefficients Standard Error t Stat P-value Lower 95% Upper 95%
Intercept 88.7161 1370.719 0.064722 0.949038 -2770.55 2947.986
#AIDS Cases Diagnosed 0.607351 0.031197 19.46835 1.81E-14 0.542276 0.672427

Regression equation is

AIDS Deaths=88.71609879+0.607351431*AIDS Cases Diagnosed  

slope=0.607351431

y intercept=88.71609879

4) Discuss the regression results. What does the slope mean?

R sq=0.949876755

=0.949876755*100

=94.99%

94.99% variation in AIDS Deaths is explained by model.Good model.

slope=88.71609879

y intercept=0.607351431

standard error =3588.722907


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