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 