In: Statistics and Probability
Write a null and alternative hypothesis for single sample that tests the idea that the population mean is greater than or equals 25. Draw a sampling distribution which indicates the regions of rejection.
t-test for single Mean
suppose we wnt to test: 1. if a random sample of size n has been drawn from a normal population with a specified mean , say , or
2. if the sample mean differs significantly differs from the hypothetical value of the population mean
Under the null hypothesis , :
1. The sample has been drawn from the population with mean or
2. there is no significant difference between the sample mean ( x bar) and the population mean
so the test statistic is t /
where
x bar and
follows students t-distribution with (n-1) df
we can compare the calculated value of t with the tabulated value for some level of significance . if calculated > tabulated t, then null hypothesis will be rejected & if the calculated < tabulated t , will be accepted at that that level of significance
so Null Hypothesis , :
Alternative Hypothesis , :
as data given from the question
population mean = =25
sample mean = (x bar) not given in the question . let assume it to be 30
t = (30-25)/1.666 as n=1
the tabulated value of t for & 1 degree of freedom = 1 , where level of significance( let)
since t >
since calculated value of t is greater than the tabulated value
it is significant
hence is rejected at 5% level of significance
the graph of the sampling distribution along with rejection is given in the image