In: Statistics and Probability
A researcher conducts a repeated-measures t-test to evaluate a treatment with a sample of n = 16 participants and obtains a t statistic of t = 2.94. The treatment is expected to change scores on a task. Which of the following is the correct decision for a hypothesis test using α = .05.
Fail to reject the null hypothesis with either a one-tailed or a two-tailed test.
Reject the null hypothesis with a one-tailed test but fail to reject with two two-tailed test
Fail to reject the null hypothesis with a one-tailed test but reject with a two-tailed test.
Reject the null hypothesis with either a one-tailed or a two-tailed test.
researcher conducts a repeated-measures t-test to evaluate a treatment with a sample of n = 16 participants and obtains a t statistic of t = 2.94
Thus test statistics value t = 2.94
We have n = 16
Given significance level α = .05
Criteria:- We reject
null hypothesis , if calculated test statistics is greater
t-critical value
, where
is t-distributed with n-1 degree of freedom at given
significance.
Now we will find
for one-tail test and for two tail test .
here
is t-distributed with n-1= 16-1 = 15 degree of
freedom at given significance α = .05 .
Thus
=
If can be obtained from statistical book or from any software like R,excel etc.
From R
>
qt(1-0.05,df=15)
#
[1] 1.75305
Hence
=
=
1.75305
( for one tail )
here
is t-distributed with n-1= 16-1 = 15 degree of
freedom at given significance α = .05 .
Thus
=
If can be obtained from statistical book or from any software like R,excel etc.
From R
> qt(1-0.05/2,df=15)
#
[1] 2.13145
Hence
=
= 2.13145 (
for two tailed test )
So we have t-critical value
=
= 1.75305 for one tailed test and
=
= 2.13145 for two tailed test .
Now we reject null hypothesis is test statistics value t is greater than respective t-critical values
1) For one tailed test
t = 2.94 ;
=
= 1.75305
Thus test statistics value t = 2.94 > 1.75305
Hence test statistics value t >
So we reject null hypothesis with one-tailed test
2) For two tailed test
t = 2.94 ;
=
= 2.13145
Thus test statistics value t = 2.94 > 2.13145
Hence test statistics value t >
So we reject null hypothesis with two-tailed test.
Hence we Reject the null hypothesis with a one-tailed test and also reject null hypothesis with two two-tailed test .
So correct option is
Option D) Reject the null hypothesis with either a one-tailed or a two-tailed test.