Answer:
a)Null hypothesis:

Alternative hypothesis:

b) The 95% confidence interval would be given by (27.131;34.669)
c) Since the confidence interval contains the value of interest 35.1 we don't have enough evidence to reject the null hypothesis at 5% of significance.
Explanation:
Data given and notation
represent the sample mean
s=11.8 represent the sample deviation
n=40 sample size
Confidence =0.95 or 95%
Part a
On this case the correct system of hypothesis would be:
Null hypothesis:

Alternative hypothesis:

Part b
The confidence interval for the mean is given by the following formula:
(1)
In order to calculate the critical value
we need to find first the degrees of freedom, given by:
Since the Confidence is 0.95 or 95%, the value of
and
, and we can use excel, a calculator or a table to find the critical value. The excel command would be: "=-T.INV(0.025,39)".And we see that
Now we have everything in order to replace into formula (1):
So on this case the 95% confidence interval would be given by (27.131;34.669)
Part c
(c) Determine if the researcher will reject the null hypothesis.
Since the confidence interval contains the value of interest 35.1 we don't have enough evidence to reject the null hypothesis at 5% of significance.