A researcher investigates whether daily exercise decreases long-term stress levels. On a national survey, the mean stress level of those who do not exercise is 8.5. The stress score rating is 0 to 10, whereby higher scores are associated with higher stress levels. The researcher recruited nine (9) participants who exercised daily for two weeks and recorded the following stress scores:
5 , 3 , 8 , 3 , 7 , 4 , 5 , 6 , 4
Showing calculations where necessary:
a) State the null and the alternative hypotheses
b) Calculate the t obtained value
c) What is the number of df?
d) Let a represent alpha symbol. Using a = 0.05, determine t critical value and interpret the results
Solution:
Here, we have to use one sample t test for the population mean.
(a)
The null and alternative hypotheses are given as below:
Null hypothesis: H0: Daily exercises do not decrease long-term stress level.
Alternative hypothesis: Ha: Daily exercises decrease long-term stress level.
H0: µ = 8.5 versus Ha: µ < 8.5
This is a lower tailed test.
(b)
The test statistic formula is given as below:
t = (Xbar - µ)/[S/sqrt(n)]
From given data, we have
µ = 8.5
Xbar = 5
S = 1.732050808
n = 9
t = (Xbar - µ)/[S/sqrt(n)]
t = (5 - 8.5)/[ 1.732050808/sqrt(9)]
t = -6.0622
(c)
We have
df = n – 1
df = 9 - 1 = 8
(d)
We are given
α = 0.05
Critical value = -1.8595
(by using t-table or excel)
Test statistic t < critical value
So, we reject the null hypothesis
There is sufficient evidence to conclude that Daily exercises decrease long-term stress level.
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