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mimi was curious if regular excise really helps weight loss, hence she decided to perform a hypothesis test. a random sampleof 5 umuc students was chosen. the students took a 30-minute exercise every...

mimi was curious if regular excise really helps weight loss, hence she decided to perform a hypothesis test. a random sampleof 5 umuc students was chosen. the students took a 30-minute exercise every day for 6 months. the weight was recorded for each individual before and after the exercise regimen. does the data below suggest that the regular exercise helps weight loss? assume mimi wants to use a .05 significance level to test the claim.

Weight (lbs)
Subject Before After
1 190 180
2 170 160
3 185 190
4 160 160
5 200 190

a. what is the appropriate hypothesis test to use for this analysis: z-test for two proportions, t-test for two proportions, t-test for two dependent samples or t-test or two independent samples? please identify and explain why it is appropriate.

b.Let u1 = mean weight before the exercise regime. Let u2 = mean weight after the exercise regime. which of the following statements correctly defines the null hypothesis?

i. u1-u2 > 0(ud>0)

ii. u1 - u2 = 0 (ud=0)

iii. u1 - u2 < 0 (ud <0)

c. let u1 = mean weight before the exercise regime. Let u2 = mean weight after the exercise regime. which of the following statements correctly defines the alternative hypothesis?

a. u1 - u2 > 0 (ud>0)

b. u1 - u2 = 0 (ud = 0)

c. u1 - u2 (ud <0)

d) determine the test statistic. round your answer to three decimal places. show all work e) determine the p-value. round your answer to three decimal places. f) compare p-value and significance level. what decision should be made regarding the null hypothesis and why? g) is there sufficient evidence to support the claim that regular exercise helps weight loss?

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Answer #1

a)

since, samples are dependent so answer is

t-test for two dependent samples

b)

ii. u1 - u2 = 0 (ud=0)

c)

a. u1 - u2 > 0 (ud>0)

d)

Sample #1 Sample #2 difference , Di =sample1-sample2 (Di - Dbar)²
190 180 10 25.00
170 160 10 25.00
185 190 -5 100.00
160 160 0 25.00
200 190 10 25.00
sample 1 sample 2 Di (Di - Dbar)²
sum = 905 880 25 200.000

mean of difference ,    D̅ =ΣDi / n =   5.000
std dev of difference , Sd =    √ [ (Di-Dbar)²/(n-1) =    7.071

std error , SE = Sd / √n =    7.0711   / √   5   =   3.1623      
                          
t-statistic = (D̅ - µd)/SE = (   5.0000   -   0   ) /    3.1623   =   1.581

e)

Degree of freedom, DF=   n - 1 =    4      
  
p-value =        0.095 [excel function: =t.dist.rt(t-stat,df) ]   

f)

decision: p-value>α , Do not reject null hypothesis  

g)

Conclusion: there is not sufficient evidence to support the claim that regular exercise helps weight loss

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