Question

In: Statistics and Probability

obs group g density 1 Control 1 605 2 Control 1 604 3 Control 1 640...

obs group g density 1 Control 1 605 2 Control 1 604 3 Control 1 640 4 Control 1 602 5 Control 1 580 6 Control 1 599 7 Control 1 597 8 Control 1 617 9 Control 1 566 10 Control 1 578 11 Lowjump 2 625 12 Lowjump 2 624 13 Lowjump 2 632 14 Lowjump 2 623 15 Lowjump 2 635 16 Lowjump 2 623 17 Lowjump 2 624 18 Lowjump 2 627 19 Lowjump 2 630 20 Lowjump 2 630 21 Highjump 3 649 22 Highjump 3 630 23 Highjump 3 632 24 Highjump 3 615 25 Highjump 3 633 26 Highjump 3 625 27 Highjump 3 615 28 Highjump 3 634 29 Highjump 3 598 30 Highjump 3 619

Many studies have suggested that there is a link between exercise and healthy bones. Exercise stresses the bones and this causes them to get stronger. One study examined the effect of jumping on the bone density of growing rats. There were three treatments: a control with no jumping, a low-jump condition (the jump height was 30 centimeters), and a high-jump condition (60 centimeters). After 8 weeks of 10 jumps per day, 5 days per week, the bone density of the rats (expressed in mg/cm3 ) was measured. Here are the data. data379.dat (a) Make a table giving the sample size, mean, and standard deviation for each group of rats. Consider whether or not it is reasonable to pool the variances. (Round your answers for x, s, and to one decimal place.) Group n s Control Low jump High jump (b) Run the analysis of variance. Report the F statistic with its degrees of freedom and P-value. What do you conclude? (Round your test statistic to two decimal places and your P-value to three decimal places.) F = P = Conclusion: There is statistically significant difference between the three treatment means at the ? = .05 level.

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Solutions

Expert Solution

Following is the output of ANOVA analysis:

Anova: Single Factor
SUMMARY
Groups Count Sum Average Variance
control 1 10 5988 598.8 441.0666667
Lowjump2 10 6273 627.3 17.78888889
Highjump3 10 6250 625 195.5555556
ANOVA
Source of Variation SS df MS F P-value F crit
Between Groups 5013.266667 2 2506.63333 11.49109462 0.000245135 3.354130829
Within Groups 5889.7 27 218.137037
Total 10902.96667 29

(a)

Following table shows the mean, sd and se:

Groups Count Average SD SE
control 1 10 598.8 21 6.6
Lowjump2 10 627.3 4.2 1.3
Highjump3 10 625 14 4.4

Se is calculated as follows:

(b)

F test statistics :

F = 11.49

P-value of the test is 0.0002

Since p-value is less than 0.05 so we reject the null hypothesis.

Conclusion: There is a statistically significant difference between the three treatment means at the ? = .05 level.


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